use std::io::{Read, Write};
use std::path::PathBuf;
use borg_trace::fingerprint::bash_read_paths;
use serde_json::{Value, json};
use crate::harness::{self, Harness};
use crate::learn::learning;
use crate::{collective, conscience, learn, live, outcome, predict, prefilter};
pub(crate) fn state_file(session: &str) -> PathBuf {
let dir = std::env::var_os("BORG_STATE").map_or_else(|| PathBuf::from("/tmp/borg"), PathBuf::from);
let _ = std::fs::create_dir_all(&dir);
let safe: String = session.chars().filter(|c| c.is_ascii_alphanumeric() || *c == '-').collect();
dir.join(format!("{safe}.ctx"))
}
pub(crate) fn append(session: &str, text: &str) {
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(state_file(session)) {
let _ = f.write_all(format!("{text}\n").as_bytes());
}
}
pub(crate) fn touched(input: &Value, tool: &str) -> String {
let s = |k: &str| input.get(k).and_then(Value::as_str).unwrap_or_default().to_string();
match tool {
"Bash" => {
let cmd = s("command");
let paths = bash_read_paths(&cmd);
if paths.is_empty() { cmd.chars().take(200).collect() } else { paths.join(" ") }
}
"Grep" => format!("{} {}", s("pattern"), s("path")),
"Glob" => s("pattern"),
_ => {
let mut t = [s("file_path"), s("notebook_path"), s("path")].join(" ").trim().to_string();
for p in further_files(input) {
if !t.is_empty() {
t.push(' ');
}
t.push_str(p);
}
t
}
}
}
pub(crate) fn further_files(input: &Value) -> impl Iterator<Item = &str> {
input.get("edits").and_then(Value::as_array).into_iter().flatten().filter_map(|e| e.get("file_path").and_then(Value::as_str)).filter(|p| !p.is_empty())
}
pub(crate) fn repo_of(cwd: &str) -> String {
borg_trace::repo_key(cwd).rsplit('/').next().unwrap_or_default().to_string()
}
fn stat(session: &str, input: &Value, kind: &str, fill: impl FnOnce(&mut crate::stats::Event)) {
let home = learn::home();
let mut ev = crate::stats::Event::new(kind, learn::now_ms());
ev.session = session.into();
ev.repo = repo_of(input.get("cwd").and_then(Value::as_str).unwrap_or_default());
ev.engineer = crate::presence::read(&home, session).map(|p| p.engineer).unwrap_or_default();
fill(&mut ev);
crate::stats::record(&home, &ev);
}
fn prompts_file(session: &str) -> PathBuf {
state_file(session).with_extension("prompts")
}
fn turn_id(session: &str) -> u64 {
std::fs::metadata(prompts_file(session)).map_or(0, |m| m.len())
}
fn where_file(session: &str) -> PathBuf {
state_file(session).with_extension("where")
}
fn where_now(session: &str) -> String {
let paths = std::fs::read_to_string(where_file(session)).unwrap_or_default();
let latest = std::fs::read_to_string(state_file(session).with_extension("lastprompt")).unwrap_or_default();
format!("{paths}\n{latest}")
}
fn note_where(session: &str, text: &str) {
if text.trim().is_empty() {
return;
}
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(where_file(session)) {
let _ = writeln!(f, "{text}");
}
}
fn task_file(session: &str) -> PathBuf {
state_file(session).with_extension("task")
}
fn denied_file(session: &str) -> PathBuf {
state_file(session).with_extension("denied")
}
fn capture_prompt(h: &dyn Harness, session: &str, input: &Value, prompt: &str) {
if !learning() {
return;
}
let task = std::fs::read_to_string(task_file(session)).unwrap_or_default();
if let Ok(tool) = std::fs::read_to_string(denied_file(session)) {
let _ = std::fs::remove_file(denied_file(session));
let said = prompt.trim();
if said.len() > 3 && !said.starts_with('<') {
record(session, input, task, proposal(h, input), Some(tool), said.chars().take(1500).collect());
return;
}
}
if !learn::is_correction(prompt) || task.is_empty() {
let task: String = prompt.chars().take(3000).collect();
let _ = std::fs::write(task_file(session), task);
return;
}
record(session, input, task, proposal(h, input), None, prompt.chars().take(1500).collect());
}
fn veto(h: &dyn Harness, session: &str, input: &Value, reason: &str) {
let _ = std::fs::remove_file(denied_file(session));
let cwd = input.get("cwd").and_then(Value::as_str).unwrap_or_default();
let task = std::fs::read_to_string(task_file(session)).unwrap_or_default();
let said = crate::veto::Said {
session,
repo: &repo_of(cwd),
engineer: &learn::engineer(cwd),
task: &task,
agent: &proposal(h, input),
reason,
ms: learn::now_ms(),
via: "prompt",
};
if let Ok(v) = crate::veto::record(&learn::home(), &said) {
append(session, &format!("#borg-episode {}", v.episode));
}
}
fn capture_rejection(h: &dyn Harness, session: &str, input: &Value) {
if !learning() {
return;
}
let error = input.get("error").and_then(Value::as_str).unwrap_or_default();
let tool = format!(
"{} {}",
input.get("tool_name").and_then(Value::as_str).unwrap_or_default(),
input.get("tool_input").map(|v| v.to_string()).unwrap_or_default().chars().take(1500).collect::<String>()
);
let Some(said) = learn::rejection(error) else {
if learn::denied(error) {
let _ = std::fs::write(denied_file(session), tool);
}
return;
};
let task = std::fs::read_to_string(task_file(session)).unwrap_or_default();
record(session, input, task, proposal(h, input), Some(tool), said);
}
fn proposal(h: &dyn Harness, input: &Value) -> String {
let t = full_proposal(h, input);
t.chars().rev().take(2000).collect::<Vec<_>>().into_iter().rev().collect()
}
fn full_proposal(h: &dyn Harness, input: &Value) -> String {
harness::last_message(h.caps(), input)
}
fn record(session: &str, input: &Value, task: String, agent: String, rejected_tool: Option<String>, correction: String) {
let ms = learn::now_ms();
let cwd = input.get("cwd").and_then(Value::as_str).unwrap_or_default();
let e = learn::Episode {
id: format!("{}-{ms}", session.chars().take(8).collect::<String>()),
ms,
repo: repo_of(cwd),
session: session.into(),
task,
agent,
rejected_tool,
correction,
engineer: learn::engineer(cwd),
..learn::Episode::default()
};
let _ = learn::record_episode(&e);
append(session, &format!("#borg-episode {}", e.id));
}
fn lessons(session: &str) -> Vec<conscience::Challenge> {
let before = std::env::var("BORG_BEFORE").ok().and_then(|v| v.parse().ok());
let mut all = conscience::load_for(&lessons_path(), before, Some(session));
let where_text = std::fs::read_to_string(where_file(session)).unwrap_or_default();
let repos = crate::systems::work_repos(&where_text);
if crate::systems::on() {
crate::systems::gate(&mut all, &repos);
}
all.retain(|c| crate::reach::deliverable(c, &repos));
if crate::concepts::on() {
let where_text = std::fs::read_to_string(where_file(session)).unwrap_or_default();
let edits = std::fs::read_to_string(edits_file(session)).unwrap_or_default();
let latest = std::fs::read_to_string(state_file(session).with_extension("lastprompt")).unwrap_or_default();
crate::concepts::apply(&mut all, &crate::concepts::of_work(&edits, &where_text, &latest), crate::concepts::beta());
}
all
}
fn lessons_path() -> PathBuf {
std::env::var_os("BORG_CONSCIENCE").map(PathBuf::from).unwrap_or_else(|| learn::home().join("lessons.jsonl"))
}
fn edits_file(session: &str) -> PathBuf {
state_file(session).with_extension("edits")
}
fn cost_file(session: &str) -> PathBuf {
state_file(session).with_extension("cost")
}
fn changes_file(session: &str) -> PathBuf {
state_file(session).with_extension("changes")
}
fn log_cost(session: &str, line: &str) {
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(cost_file(session)) {
let _ = writeln!(f, "{line}");
}
}
fn early_acted(session: &str, all: &[conscience::Challenge], final_msg: &str) -> std::collections::HashSet<String> {
let edits = std::fs::read_to_string(edits_file(session)).unwrap_or_default();
let state = std::fs::read_to_string(state_file(session)).unwrap_or_default();
let lines: Vec<&str> = edits.lines().collect();
let mut out = std::collections::HashSet::new();
for (p, l) in lines.iter().enumerate() {
let Some(ids) = l.strip_prefix("#borg-early ").or_else(|| l.strip_prefix("#borg-queued ")) else { continue };
let ids: std::collections::HashSet<&str> = ids.split(',').collect();
let asked: Vec<&conscience::Challenge> = all.iter().filter(|c| ids.contains(c.id.as_str())).collect();
let after: Vec<&str> = lines[p + 1..].iter().copied().filter(|l| !l.starts_with("#borg-")).collect();
let upto = state.find(&format!("{l}\n")).map_or(state.as_str(), |i| &state[..i]);
let before = format!("{upto}\n{}", lines[..p].join("\n"));
out.extend(crate::memory::resolve(&asked, all, &before, &after.join("\n"), final_msg, crate::memory::NOVEL_WORDS).0);
}
out
}
pub(crate) fn edit_text(tool: &str, input: &Value) -> Option<String> {
if !["edit", "write", "multiedit", "notebookedit"].contains(&tool.to_ascii_lowercase().as_str()) {
return None;
}
let s = |v: &Value, k: &str| v.get(k).and_then(Value::as_str).unwrap_or_default().to_string();
let mut text = [s(input, "file_path"), s(input, "notebook_path")].join(" ");
for p in further_files(input) {
text.push(' ');
text.push_str(p);
}
for k in ["new_string", "content", "new_source"] {
text.push(' ');
text.push_str(&s(input, k));
}
for e in input.get("edits").and_then(Value::as_array).into_iter().flatten() {
text.push(' ');
text.push_str(&s(e, "new_string"));
}
Some(text.split_whitespace().collect::<Vec<_>>().join(" ").chars().take(600).collect())
}
pub(crate) fn one_line(text: &str, n: usize) -> String {
text.split_whitespace().collect::<Vec<_>>().join(" ").chars().take(n).collect()
}
fn note_answer(h: &dyn Harness, session: &str, input: &Value) {
let edits = std::fs::read_to_string(edits_file(session)).unwrap_or_default();
let lines: Vec<&str> = edits.lines().collect();
let Some(i) = lines.iter().rposition(|l| l.starts_with("#borg-asked ")) else { return };
if lines[i + 1..].iter().any(|l| l.starts_with("#borg-answer ")) {
return;
}
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(edits_file(session)) {
let _ = writeln!(f, "#borg-answer {}", one_line(&full_proposal(h, input), 4000));
}
}
const MAX_PENDING: usize = 10;
const MAX_JUDGE_TRIES: usize = 2;
const DELIVERED: [&str; 3] = ["#borg-asked ", "#borg-early ", "#borg-queued "];
fn pending<'a>(session: &str, state: &str, all: &'a [conscience::Challenge], final_msg: &str, answered_only: bool) -> (Vec<predict::Pending<'a>>, bool) {
let mut tries: std::collections::HashMap<&str, usize> = std::collections::HashMap::new();
let mut settled = std::collections::HashSet::new();
for l in state.lines() {
if let Some(l) = l.strip_prefix("#borg-judged ") {
let (id, label) = l.split_once('=').unwrap_or((l, ""));
*tries.entry(id).or_default() += 1;
if label.trim() != "pending" {
settled.insert(id);
}
} else if let Some(ids) = DELIVERED.iter().find_map(|m| l.strip_prefix(m)) {
for id in ids.split(',').map(str::trim) {
tries.remove(id);
settled.remove(id);
}
}
}
let edits = std::fs::read_to_string(edits_file(session)).unwrap_or_default();
let lines: Vec<&str> = edits.lines().collect();
let part = predict::JUDGE_PART;
let mut out: Vec<(predict::Pending, bool)> = Vec::new();
for (p, l) in lines.iter().enumerate() {
let Some((marker, ids)) = DELIVERED.iter().find_map(|m| l.strip_prefix(m).map(|ids| (*m, ids))) else { continue };
let before = p.checked_sub(1).map(|b| lines[b]).filter(|b| !b.starts_with("#borg-")).unwrap_or_default();
let later = &lines[p + 1..];
let answers: Vec<&str> = if marker == "#borg-asked " { later.iter().filter_map(|l| l.strip_prefix("#borg-answer ")).collect() } else { Vec::new() };
if answered_only && answers.is_empty() {
continue;
}
let work: Vec<&str> = later.iter().copied().filter(|l| !l.starts_with("#borg-")).collect();
let after = format!(
"answer: {}\nwork since: {}\nthis turn: {}",
predict::clip(&answers.join(" "), part),
predict::clip(&work.join(" | "), part),
predict::clip(&one_line(final_msg, part + 1), part)
);
let said = answers.join("\n").to_lowercase();
for id in ids.split(',').map(str::trim).filter(|i| !i.is_empty()) {
if settled.contains(id) || tries.get(id).copied().unwrap_or(0) >= MAX_JUDGE_TRIES {
continue;
}
let Some(c) = all.iter().find(|c| c.id == id) else { continue };
out.retain(|x| x.0.lesson.id != id);
let declared = crate::memory::declared(&said, &id.to_lowercase());
out.push((predict::Pending { lesson: c, before: before.to_string(), after: after.clone(), declared }, marker == "#borg-asked "));
}
}
let questions = out.iter().filter(|x| x.1).count().min(MAX_PENDING);
let mut room = [MAX_PENDING - questions, questions];
let mut kept: Vec<(predict::Pending, bool)> = Vec::new();
for x in out.into_iter().rev() {
let r = &mut room[usize::from(x.1)];
if *r > 0 {
*r -= 1;
kept.push(x);
}
}
kept.reverse();
(kept.into_iter().map(|x| x.0).collect(), questions > 0)
}
fn record_verdicts(session: &str, input: &Value, pending: &[predict::Pending], resolved: &[predict::Judged], chars: usize, call: usize) {
let (mut changed, mut ignored) = (Vec::new(), Vec::new());
for p in pending {
let label = resolved.iter().find(|j| j.id == p.lesson.id).and_then(predict::Judged::label);
let word = match label {
Some(outcome::CHANGED) => "changed",
Some(_) => "ignored",
None => "pending",
};
append(session, &format!("#borg-judged {}={word}", p.lesson.id));
match label {
Some(outcome::CHANGED) => changed.push(p.lesson.id.clone()),
Some(_) => ignored.push(p.lesson.id.clone()),
None => {}
}
}
log_cost(session, &format!("judge call={call} pending={} resolved={} chars={chars}", pending.len(), changed.len() + ignored.len()));
if learning() {
let cwd = input.get("cwd").and_then(Value::as_str).unwrap_or_default();
let edits = std::fs::read_to_string(edits_file(session)).unwrap_or_default();
let by = channels(&edits);
for (kind, lessons) in [(outcome::CHANGED, changed), (outcome::IGNORED, ignored)] {
for channel in ["live", "stop", "early", "queued"] {
let lessons: Vec<String> = lessons.iter().filter(|id| by.get(id.as_str()).copied().unwrap_or("stop") == channel).cloned().collect();
if !lessons.is_empty() {
let o = outcome::Outcome {
kind: kind.into(),
session: session.into(),
lessons,
ms: learn::now_ms(),
repo: repo_of(cwd),
channel: channel.into(),
..Default::default()
};
let _ = outcome::append(&learn::home().join("outcomes.jsonl"), &o);
}
}
}
}
}
fn channels(text: &str) -> std::collections::HashMap<&str, &'static str> {
let mut out = std::collections::HashMap::new();
for l in text.lines() {
let (ids, channel) = if let Some(ids) = l.strip_prefix("#borg-asked ") {
(ids, "stop")
} else if let Some(rest) = l.strip_prefix("#borg-live ") {
(rest.split_whitespace().next().unwrap_or_default(), "live")
} else if let Some(ids) = l.strip_prefix("#borg-early ") {
(ids, "early")
} else if let Some(ids) = l.strip_prefix("#borg-queued ") {
(ids, "queued")
} else {
continue;
};
for id in ids.split(',').map(str::trim).filter(|i| !i.is_empty()) {
out.insert(id, channel);
}
}
out
}
pub(crate) fn listed<'a>(context: &'a str, marker: &str) -> std::collections::HashSet<&'a str> {
context.lines().filter_map(|l| l.strip_prefix(marker)).flat_map(|ids| ids.split(',')).map(str::trim).filter(|i| !i.is_empty()).collect()
}
const MAX_EARLY_DELIVERIES: usize = 3;
fn early(h: &dyn Harness, hook_event: &str, session: &str, input: &Value, text: &str) -> Option<String> {
if text.trim().is_empty()
|| std::env::var("BORG_EARLY").is_ok_and(|v| v.trim().eq_ignore_ascii_case("off"))
|| std::env::var_os("BORG_ONLY").is_some()
|| std::env::var_os("BORG_CRITIC").is_some()
{
return None;
}
let challenges = lessons(session);
let context = std::fs::read_to_string(state_file(session)).unwrap_or_default();
let plain = h.caps().early_delivery && context.lines().filter(|l| l.starts_with("#borg-early ")).count() < MAX_EARLY_DELIVERIES;
let standing = challenges.iter().any(conscience::Challenge::standing);
if !standing && (!plain || challenges.iter().all(|c| c.scope.is_empty() && !c.consolidated)) {
return None;
}
let settled = listed(&context, "#borg-topic ");
let named = conscience::named_scopes(&challenges, &where_now(session));
let mut topics: Vec<String> = if plain { named.iter().filter(|t| !settled.contains(t.as_str())).cloned().collect() } else { Vec::new() };
if plain
&& topics.is_empty()
&& hook_event == "UserPromptSubmit"
&& !settled.contains(conscience::ANY)
&& challenges.iter().any(|c| c.consolidated && !c.standing())
{
topics.push(conscience::ANY.into());
}
let mut standing_topics = named;
if hook_event == "UserPromptSubmit" {
standing_topics.push(conscience::ANY.into());
}
let mut done = listed(&context, "#borg-asked ");
done.extend(listed(&context, "#borg-early "));
done.extend(listed(&context, "#borg-queued "));
let mut pool = if standing { conscience::standing_pool(&challenges, &standing_topics, &done) } else { Vec::new() };
if !topics.is_empty() {
pool.extend(conscience::early_pool(&challenges, &conscience::work_text(&context), &topics, &done));
}
let mut shown_topics = topics.clone();
for t in standing_topics.into_iter().filter(|t| pool.iter().any(|(_, c)| c.standing() && c.scope.contains(t))) {
if !shown_topics.contains(&t) {
shown_topics.push(t);
}
}
let selected: Vec<&conscience::Challenge> = conscience::explored(pool.iter().copied()).into_iter().take(conscience::EARLY_CAP).collect();
let shown = conscience::render_early(&selected, &shown_topics);
let delivered = &selected[..shown.as_ref().map_or(0, |(_, n)| *n)];
let now_settled: Vec<&str> = topics
.iter()
.filter(|t| {
!delivered.is_empty()
|| !challenges.iter().any(|c| {
!c.standing()
&& (c.scope.contains(t) || (t.as_str() == conscience::ANY && c.consolidated))
&& !done.contains(c.id.as_str())
&& !delivered.iter().any(|d| d.id == c.id)
})
})
.map(String::as_str)
.collect();
if !now_settled.is_empty() {
append(session, &format!("#borg-topic {}", now_settled.join(",")));
}
let (text, _) = shown?;
let ids = delivered.iter().map(|c| c.id.as_str()).collect::<Vec<_>>().join(",");
append(session, &format!("#borg-early {ids}"));
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(edits_file(session)) {
let _ = writeln!(f, "#borg-early {ids}");
}
let p = conscience::early_propensity(&pool, session, &shown_topics);
record_delivery(session, input, delivered, "early", delivered.iter().map(|c| p.get(&c.id).copied().unwrap_or(0.0)).collect());
log_cost(session, &format!("free event={hook_event} lessons={} chars={}", delivered.len(), text.len()));
crate::stats::count(&learn::home(), crate::stats::EARLY, session, |e| {
e.n = delivered.len() as u64;
e.lessons = delivered.iter().map(|c| c.id.clone()).collect();
e.channel = "early".into();
});
Some(text)
}
fn record_delivery(session: &str, input: &Value, delivered: &[&conscience::Challenge], channel: &str, p: Vec<f64>) {
if !learning() || delivered.is_empty() {
return;
}
let lessons: Vec<String> = delivered.iter().map(|c| c.id.clone()).collect();
let (grades, ranks, applied) = graded_of(session, &lessons);
let asked = outcome::Outcome {
kind: outcome::ASKED.into(),
session: session.into(),
lessons,
ms: learn::now_ms(),
repo: repo_of(input.get("cwd").and_then(Value::as_str).unwrap_or_default()),
groups: conscience::disagreement_ids(delivered),
channel: channel.into(),
grades,
ranks,
applied,
p: p.into_iter().map(outcome::round_p).collect(),
..Default::default()
};
let _ = outcome::append(&learn::home().join("outcomes.jsonl"), &asked);
}
fn queued_file(session: &str) -> PathBuf {
state_file(session).with_extension("queued")
}
fn enqueue(session: &str, line: &str) {
let q = queued_file(session);
live::locked(&q, || {
let _ = std::fs::OpenOptions::new().create(true).append(true).open(&q).and_then(|mut f| f.write_all(format!("{line}\n").as_bytes()));
});
}
fn take_queue(session: &str) -> Option<String> {
let q = queued_file(session);
let taken = state_file(session).with_extension(format!("queued.{}", std::process::id()));
live::locked(&q, || std::fs::rename(&q, &taken)).ok()?;
let text = std::fs::read_to_string(&taken).unwrap_or_default();
let _ = std::fs::remove_file(&taken);
Some(text)
}
fn take_live(session: &str) -> Vec<String> {
let Some(text) = take_queue(session) else { return Vec::new() };
let (live, rest): (Vec<&str>, Vec<&str>) = text.lines().partition(|l| l.starts_with("live "));
for line in rest {
enqueue(session, line);
}
live.iter().flat_map(|l| l["live ".len()..].split(',')).map(str::trim).filter(|i| !i.is_empty()).map(String::from).collect()
}
fn queued(h: &dyn Harness, hook_event: &str, session: &str, input: &Value) -> Option<String> {
let ids = take_queue(session)?;
let all = lessons(session);
let state = std::fs::read_to_string(state_file(session)).unwrap_or_default();
let mut done = listed(&state, "#borg-asked ");
done.extend(listed(&state, "#borg-early "));
done.extend(listed(&state, "#borg-queued "));
let (mut firm, mut wanted): (Vec<&conscience::Challenge>, Vec<&conscience::Challenge>) = (Vec::new(), Vec::new());
for line in ids.lines() {
let (live, list) = line.strip_prefix("live ").map_or((false, line), |l| (true, l));
for id in list.split(',').map(str::trim) {
if let Some(c) = all.iter().find(|c| c.id == id)
&& !done.contains(id)
&& !firm.iter().chain(&wanted).any(|w| w.id == id)
{
if live { firm.push(c) } else { wanted.push(c) }
}
}
}
let mut parts: Vec<String> = Vec::new();
if !firm.is_empty() {
parts.push(ask_live(h, hook_event, session, input, &mut firm));
}
if let Some((text, n)) = conscience::render_early(&wanted, &[]) {
let ids = wanted[..n].iter().map(|c| c.id.as_str()).collect::<Vec<_>>().join(",");
append(session, &format!("#borg-queued {ids}"));
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(edits_file(session)) {
let _ = writeln!(f, "#borg-queued {ids}");
}
record_delivery(session, input, &wanted[..n], "queued", vec![1.0; n]);
log_cost(session, &format!("free event={hook_event} lessons={n} chars={} graded dropped={}", text.len(), wanted.len() - n));
crate::stats::count(&learn::home(), crate::stats::QUEUED_FREE, session, |e| {
e.n = n as u64;
e.lessons = wanted[..n].iter().map(|c| c.id.clone()).collect();
e.channel = "queued".into();
});
parts.push(text);
}
(!parts.is_empty()).then(|| parts.join("\n\n"))
}
fn ask_live(h: &dyn Harness, hook_event: &str, session: &str, input: &Value, firm: &mut [&conscience::Challenge]) -> String {
crate::memory::shuffle(firm, session);
let ids = firm.iter().map(|c| c.id.as_str()).collect::<Vec<_>>().join(",");
let now = learn::now_ms();
append(session, &format!("#borg-asked {ids}\n#borg-live {ids} ms={now}"));
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(edits_file(session)) {
let _ = writeln!(f, "{}\n#borg-asked {ids}\n#borg-live {ids} ms={now}", one_line(&work_so_far(h, input), 4000));
}
let cwd = input.get("cwd").and_then(Value::as_str).unwrap_or_default();
if learning() {
let lessons: Vec<String> = firm.iter().map(|c| c.id.clone()).collect();
let (grades, ranks, applied) = graded_of(session, &lessons);
let p = propensity_of(session, &lessons);
let (pool, base, scoped) = pool_of(session, &lessons);
let asked = outcome::Outcome {
kind: outcome::ASKED.into(),
session: session.into(),
lessons,
ms: now,
repo: repo_of(cwd),
groups: conscience::disagreement_ids(firm),
channel: "live".into(),
grades,
ranks,
applied,
p,
pool,
base,
scoped,
..Default::default()
};
let _ = outcome::append(&learn::home().join("outcomes.jsonl"), &asked);
}
let text = conscience::render_live(firm);
log_cost(session, &format!("free event={hook_event} lessons={} chars={} live", firm.len(), text.len()));
stat(session, input, crate::stats::LIVE_ASK, |e| {
e.n = firm.len() as u64;
e.lessons = firm.iter().map(|c| c.id.clone()).collect();
e.channel = "live".into();
});
text
}
fn work_so_far(h: &dyn Harness, input: &Value) -> String {
let session = input.get("session_id").and_then(Value::as_str).unwrap_or("unknown");
harness::work_so_far(h.caps(), input, &turn_file(session), LIVE_WORK_CHARS)
}
fn turn_file(session: &str) -> PathBuf {
state_file(session).with_extension("turn")
}
const LIVE_WORK_CHARS: usize = 4000;
fn queen_ask(h: &dyn Harness, session: &str, cwd: &str) -> Option<String> {
if !learning() || !crate::queen::ask_enabled() || std::env::var_os("BORG_ONLY").is_some() || std::env::var_os("BORG_CRITIC").is_some() {
return None;
}
let repos = || {
let mut repos = crate::systems::work_repos(&std::fs::read_to_string(where_file(session)).unwrap_or_default());
let here = repo_of(cwd);
if !here.is_empty() && !repos.contains(&here) {
repos.insert(0, here);
}
repos
};
let scope = if cwd.is_empty() { String::new() } else { format!(" --dir {}", crate::queen::sh_quote(cwd)) };
let mut q = crate::queen::deliver(&learn::home(), session, repos, &scope, learn::now_ms())?;
if let Ok(exe) = std::env::current_exe() {
q = q.run_by(&crate::queen::sh_quote(&exe.display().to_string()));
}
let text = crate::queen::render_delivery(&q, h.caps().question_dialog);
log_cost(session, &format!("free event=UserPromptSubmit queen={} chars={}", q.id, text.len()));
Some(text)
}
fn free_context(h: &dyn Harness, hook_event: &str, session: &str, input: &Value, text: &str) -> Option<Value> {
free_context_with(h, hook_event, session, input, text, None)
}
fn free_context_with(h: &dyn Harness, hook_event: &str, session: &str, input: &Value, text: &str, extra: Option<String>) -> Option<Value> {
let parts: Vec<String> = [queued(h, hook_event, session, input), early(h, hook_event, session, input, text), extra].into_iter().flatten().collect();
(!parts.is_empty()).then(|| json!({"hookSpecificOutput": {"hookEventName": hook_event, "additionalContext": parts.join("\n\n")}}))
}
enum Verdict {
Skip(String),
Failed,
Ask(Vec<String>),
}
struct Work<'a> {
all: &'a [conscience::Challenge],
challenges: &'a [conscience::Challenge],
done: &'a std::collections::HashSet<&'a str>,
state: &'a str,
context: &'a str,
scope_text: &'a str,
message: &'a str,
changed: bool,
judge: bool,
budget: Option<std::time::Duration>,
started: std::time::Instant,
}
fn check(session: &str, input: &Value, w: &Work, live: bool) -> Verdict {
let skip = if live {
None
} else if prefilter::edits_gate() {
(!w.changed).then(|| "noedit".to_string())
} else {
prefilter::skip(w.challenges, w.context).map(|score| format!("{score:.2}"))
};
if let Some(score) = skip {
return Verdict::Skip(score);
}
let text = conscience::work_text(w.context);
let text = text.as_ref();
let started = std::time::Instant::now();
let shortlist_now = || {
let (list, added) = crate::vectors::shortlist(&lessons_path(), w.challenges, text, w.scope_text, crate::vectors::SHORTLIST);
if crate::vectors::enabled() {
log_cost(session, &format!("vectors added={added} ms={}", started.elapsed().as_millis()));
}
list
};
let whole = crate::whole::on();
let shortlist = if whole {
let ranked = conscience::rank_scoped(w.challenges, text, w.scope_text);
let eligible = crate::whole::eligible(w.challenges, &ranked, w.scope_text);
let n = eligible.len();
let (shown, fell) = crate::whole::select(eligible, shortlist_now, &ranked, crate::whole::tokens());
log_cost(session, &format!("pool mode=all eligible={n} shown={} budget={}", shown.len(), if fell { "full" } else { "fits" }));
shown
} else {
shortlist_now()
};
let model = std::env::var("BORG_PREDICT_MODEL").unwrap_or_default();
let (pend, question) = if w.judge { pending(session, w.state, w.all, w.message, live) } else { (Vec::new(), false) };
if shortlist.is_empty() && !question {
return Verdict::Skip("empty".into());
}
let extra = predict::judge_section(&pend).len();
let graded = crate::whole::graded();
let timeout = live::call_limit(w.budget, w.started.elapsed());
let called = std::time::Instant::now();
let pred = if whole && !crate::whole::classic() {
predict::predict_whole(text, &shortlist, &pend, &model, graded, timeout)
} else {
predict::predict(text, &shortlist, &pend, &model, graded, timeout)
};
stat(session, input, if live { crate::stats::LIVE_CHECK } else { crate::stats::CHECK }, |e| {
e.n = shortlist.len() as u64;
e.dur_ms = called.elapsed().as_millis() as u64;
e.usd = pred.as_ref().map_or(0.0, |p| p.cost);
if pred.is_none() {
e.why = "failed".into();
}
});
let Some(pred) = pred else { return Verdict::Failed };
append(session, &format!("#borg-predict-cost {:.4}", pred.cost));
if live {
log_cost(session, &format!("live usd={:.4} lessons={}", pred.cost, shortlist.len()));
}
if !pend.is_empty() {
let call = w.state.lines().filter(|l| l.starts_with("#borg-predict-cost")).count() + 1;
record_verdicts(session, input, &pend, &pred.resolved, extra, call);
}
let applied: Vec<(&conscience::Challenge, u8)> =
pred.applies.iter().zip(&pred.grades).filter_map(|(i, g)| shortlist.iter().find(|c| &c.id == i).map(|c| (*c, *g))).collect();
let ids = |cs: &[&conscience::Challenge]| cs.iter().map(|c| c.id.clone()).collect::<Vec<_>>();
if graded {
let (ask, free, learned, p) = crate::attention::graded(&applied, &learn::home());
append(session, &graded_line(&applied));
append_p(session, applied.iter().zip(&p).filter(|((c, _), _)| ask.iter().any(|a| a.id == c.id)).map(|((c, _), p)| (c.id.as_str(), *p)), None);
if learning() && !applied.is_empty() {
let graded = outcome::Outcome {
kind: outcome::GRADED.into(),
session: session.into(),
lessons: applied.iter().map(|(c, _)| c.id.clone()).collect(),
ms: learn::now_ms(),
repo: repo_of(input.get("cwd").and_then(Value::as_str).unwrap_or_default()),
channel: if live { "live" } else { "stop" }.into(),
grades: applied.iter().map(|(_, g)| *g).collect(),
ranks: (0..applied.len() as u16).collect(),
applied: applied.len() as u16,
chosen: ids(&ask),
explore: learned.as_ref().is_some_and(|c| c.source == "explore"),
p: p.iter().map(|x| outcome::round_p(*x)).collect(),
..Default::default()
};
let _ = outcome::append(&learn::home().join("outcomes.jsonl"), &graded);
}
if let Some(cut) = &learned {
append(session, &crate::attention::line(cut, applied.len()));
}
let queue = !free.is_empty();
log_cost(session, &format!("graded applied={} ask={} free={} {}", applied.len(), ask.len(), free.len(), if queue { "queued" } else { "dropped" }));
if queue {
enqueue(session, &free.iter().map(|c| c.id.as_str()).collect::<Vec<_>>().join(","));
}
Verdict::Ask(ids(&ask))
} else {
let predicted: Vec<&conscience::Challenge> = applied.iter().map(|(c, _)| *c).collect();
let pool = conscience::widen_pool(&conscience::rank_scoped(w.all, text, w.scope_text), &predicted, w.done);
let widened: Vec<&conscience::Challenge> =
conscience::in_scope_first(conscience::explored(pool.iter().copied())).into_iter().filter(|c| w.challenges.iter().any(|x| x.id == c.id)).collect();
append_p_of(session, &pool, &widened);
Verdict::Ask(ids(&widened))
}
}
fn live_trigger(session: &str, input: &Value, tool: &str, changed: bool) {
let ctx = state_file(session);
if let Some(why) = live::unsupported() {
if std::fs::OpenOptions::new().write(true).create_new(true).open(ctx.with_extension("live.off")).is_ok() {
eprintln!("borg: live mode needs the consequence model, which {why} replaces; this session stays in hook mode");
}
return;
}
if changed {
live::bump(&ctx, tool);
}
let now = learn::now_ms();
let home = learn::home();
if crate::steer::active(&home) && crate::steer::paused(&home, session, crate::presence::read(&home, session).map(|p| p.started), now) {
return;
}
let lock = live::lock_state(&ctx, now, live::stale_ms(), live::alive);
if live::decide(live::Mode::Live, lock, live::count(&ctx), live::read_mark(&ctx), now, live::debounce_ms()).is_err() {
return;
}
let s = |k: &str| input.get(k).and_then(Value::as_str).unwrap_or_default().to_string();
if let Ok(exe) = std::env::current_exe() {
let _ = std::process::Command::new(exe)
.args(["check", "--session", session, "--transcript", &s("transcript_path"), "--cwd", &s("cwd")])
.stdin(std::process::Stdio::null())
.stdout(std::process::Stdio::null())
.stderr(std::process::Stdio::null())
.spawn();
}
}
pub fn live_check(h: &dyn Harness, session: &str, input: &Value) {
let ctx = state_file(session);
let started = learn::now_ms();
let Some(_lock) = live::acquire(&ctx, started) else { return };
let n = live::count(&ctx);
let mark = live::read_mark(&ctx);
if live::unsupported().is_some() || live::decide(live::current(), live::Lock::Free, n, mark, started, live::debounce_ms()).is_err() {
return;
}
let turn = turn_id(session);
let all = lessons(session);
let state = std::fs::read_to_string(&ctx).unwrap_or_default();
let message = work_so_far(h, input);
let acted = early_acted(session, &all, &message);
let mut done = listed(&state, "#borg-asked ");
done.extend(listed(&state, "#borg-early ").into_iter().chain(listed(&state, "#borg-queued ")).filter(|i| acted.contains(*i)));
let waiting = std::fs::read_to_string(queued_file(session)).unwrap_or_default();
done.extend(waiting.lines().flat_map(|l| l.strip_prefix("live ").unwrap_or(l).split(',')).map(str::trim).filter(|i| !i.is_empty()));
let challenges: Vec<conscience::Challenge> = all.iter().filter(|c| !done.contains(c.id.as_str()) && !c.off_system).cloned().collect();
let context = format!("{state}{message}");
let scope_text = format!("{}\n{message}", where_now(session));
let work = Work {
all: &all,
challenges: &challenges,
done: &done,
state: &state,
context: &context,
scope_text: &scope_text,
message: &message,
changed: true,
judge: true,
budget: None,
started: std::time::Instant::now(),
};
let before = mark.map_or(0, |m| m.covered);
let covered = match check(session, input, &work, true) {
Verdict::Skip(score) => {
append(session, &format!("#borg-live-skip {score}"));
before
}
Verdict::Failed => before,
Verdict::Ask(ids) => {
if !ids.is_empty() {
enqueue(session, &format!("live {}", ids.join(",")));
}
n
}
};
live::write_mark(&ctx, live::Mark { covered, started_ms: started, turn: Some(turn) });
}
pub fn dispatch(h: &dyn Harness, event: &str, input: &Value) -> Option<Value> {
let session = input.get("session_id").and_then(Value::as_str).unwrap_or("unknown");
match event {
"prompt" => on_prompt(h, session, input),
"post_tool_failure" => {
capture_test(session, input, true);
if h.caps().deny_capture {
capture_rejection(h, session, input);
}
None
}
"end" => {
on_end(h, session, input);
None
}
"post_tool" => {
capture_test(session, input, false);
on_post_tool(h, session, input)
}
"stop" => on_stop(h, session, input),
_ => None,
}
}
fn on_prompt(h: &dyn Harness, session: &str, input: &Value) -> Option<Value> {
let prompt = input.get("prompt").and_then(Value::as_str).unwrap_or_default();
append(session, prompt);
if learning() {
crate::notes::remember_start(&crate::notes::state_dir(), session, input.get("cwd").and_then(Value::as_str).unwrap_or_default());
crate::notes::mark(&crate::notes::state_dir(), session, "prompt");
}
if let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(prompts_file(session)) {
let _ = writeln!(f, "{prompt}");
}
let vetoed = (learning() && crate::veto::enabled()).then(|| crate::veto::reason_in(prompt)).flatten();
match &vetoed {
Some(reason) => veto(h, session, input, reason),
None => capture_prompt(h, session, input, prompt),
}
note_where(session, &repo_of(input.get("cwd").and_then(Value::as_str).unwrap_or_default()));
let _ = std::fs::write(state_file(session).with_extension("lastprompt"), prompt);
let out = (h.caps().prompt_context && input.get("context") != Some(&Value::Bool(false))).then(|| {
let cwd = input.get("cwd").and_then(Value::as_str).unwrap_or_default();
let ask = queen_ask(h, session, cwd);
let extra: Vec<String> = [ask, vetoed.as_deref().map(crate::veto::render)].into_iter().flatten().collect();
free_context_with(h, "UserPromptSubmit", session, input, prompt, (!extra.is_empty()).then(|| extra.join("\n\n")))
});
if harness::transcript(h.caps(), input).is_none() {
let _ = std::fs::write(turn_file(session), "");
}
out.flatten()
}
fn capture_test(session: &str, input: &Value, failed: bool) {
if !learning() || input.get("tool_name").and_then(Value::as_str) != Some("Bash") {
return;
}
let command = input.pointer("/tool_input/command").and_then(Value::as_str).unwrap_or_default();
if !crate::notes::regress_signals::runs_tests(command) {
return;
}
let output = crate::notes::regress_signals::tool_output(input);
if !failed && output.trim().is_empty() {
return;
}
if let Some(what) = crate::notes::regress_signals::test_outcome(command, &output, failed)
&& let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(state_file(session).with_extension("tests"))
{
let _ = writeln!(f, "{what} {}", learn::now_ms());
}
}
fn on_end(h: &dyn Harness, session: &str, input: &Value) {
let _ = std::fs::remove_file(denied_file(session));
if !learning() {
return;
}
crate::notes::remember_proposal(&crate::notes::state_dir(), session, &full_proposal(h, input));
crate::notes::mark(&crate::notes::state_dir(), session, "stop");
if !crate::notes::on_end(session, input)
&& let Ok(exe) = std::env::current_exe()
{
let _ = std::process::Command::new(exe)
.args(["learn", "--session", session])
.stdin(std::process::Stdio::null())
.stdout(std::process::Stdio::null())
.stderr(std::process::Stdio::null())
.spawn();
}
}
fn on_post_tool(h: &dyn Harness, session: &str, input: &Value) -> Option<Value> {
let _ = std::fs::remove_file(denied_file(session));
let tool = input.get("tool_name").and_then(Value::as_str).unwrap_or_default();
let tool_input = input.get("tool_input").unwrap_or(&Value::Null);
let touch = touched(tool_input, tool);
append(session, &touch);
note_where(
session,
&if tool == "Bash" { bash_read_paths(tool_input.get("command").and_then(Value::as_str).unwrap_or_default()).join(" ") } else { touch.clone() },
);
if prefilter::edits_gate() && prefilter::changes(tool, tool_input) {
let _ = std::fs::OpenOptions::new().create(true).append(true).open(changes_file(session)).and_then(|mut f| writeln!(f, "{tool}"));
}
let edit = edit_text(tool, tool_input);
if let Some(edit) = &edit
&& let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(edits_file(session))
{
let _ = writeln!(f, "{edit}");
}
if harness::transcript(h.caps(), input).is_none()
&& let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(turn_file(session))
{
let _ = writeln!(f, "[{tool}] {touch}");
if let Some(edit) = &edit {
let _ = writeln!(f, "{edit}");
}
}
if live::current() == live::Mode::Live {
live_trigger(session, input, tool, prefilter::changes(tool, tool_input));
}
h.caps().tool_context.then(|| free_context(h, "PostToolUse", session, input, &touch)).flatten()
}
struct StopLive {
on: bool,
budget: Option<std::time::Duration>,
lock: live::Lock,
guard: Option<live::Guard>,
waiting: Vec<String>,
}
impl StopLive {
fn take(h: &dyn Harness, session: &str) -> StopLive {
let on = live::current() == live::Mode::Live;
let budget = crate::expert_route::stop_budget(h);
let lock = if on { live::wait_free(&state_file(session), live::stop_wait(budget).as_millis() as u64) } else { live::Lock::Free };
let guard = if on && lock != live::Lock::Held { live::acquire(&state_file(session), learn::now_ms()) } else { None };
let lock = if on && guard.is_none() { live::Lock::Held } else { lock };
let waiting = if on { take_live(session) } else { Vec::new() };
StopLive { on, budget, lock, guard, waiting }
}
}
fn on_stop(h: &dyn Harness, session: &str, input: &Value) -> Option<Value> {
let started = std::time::Instant::now();
if learning() {
crate::notes::remember_proposal(&crate::notes::state_dir(), session, &full_proposal(h, input));
crate::notes::mark(&crate::notes::state_dir(), session, "stop");
}
let second_round = input.get("stop_hook_active").and_then(Value::as_bool) == Some(true);
if std::env::var("BORG_CRITIC").as_deref() == Ok("generic") {
return (!second_round).then(|| json!({"decision": "block", "reason": conscience::GENERIC}));
}
let all = lessons(session);
note_answer(h, session, input);
let changed = std::fs::remove_file(changes_file(session)).is_ok();
if second_round {
return None;
}
stat(session, input, crate::stats::TURN_END, |_| {});
let live = StopLive::take(h, session);
let state = std::fs::read_to_string(state_file(session)).unwrap_or_default();
let mut done = std::collections::HashSet::new();
let proposal = full_proposal(h, input);
let acted = early_acted(session, &all, &proposal);
if std::env::var_os("BORG_ONLY").is_none() {
done = listed(&state, "#borg-asked ");
done.extend(listed(&state, "#borg-early ").into_iter().chain(listed(&state, "#borg-queued ")).filter(|i| acted.contains(*i)));
}
let challenges: Vec<conscience::Challenge> = all.iter().filter(|c| !done.contains(c.id.as_str()) && !c.off_system).cloned().collect();
let message = input.get("last_assistant_message").and_then(Value::as_str).unwrap_or_default();
let context = format!("{state}{message}");
let scope_text = format!("{}\n{message}", where_now(session));
let work = Work {
all: &all,
challenges: &challenges,
done: &done,
state: &state,
context: &context,
scope_text: &scope_text,
message: &proposal,
changed,
judge: !live.on || live.guard.is_some(),
budget: live.budget,
started,
};
match stop_select(h, session, input, &work, &live) {
Ok(selected) => stop_ask(h, session, input, selected),
Err(out) => out,
}
}
fn stop_select<'a>(h: &dyn Harness, session: &str, input: &Value, w: &Work<'a>, live: &StopLive) -> Result<Vec<&'a conscience::Challenge>, Option<Value>> {
match std::env::var("BORG_ONLY") {
Ok(ids) => Ok(w.challenges.iter().filter(|c| ids.split(',').any(|i| i == c.id)).collect()),
Err(_) if std::env::var("BORG_MATCH").as_deref() != Ok("bm25") => stop_check(h, session, input, w, live),
Err(_) => {
let pool = conscience::budget_pool(&conscience::rank_scoped(w.all, &conscience::work_text(w.context), w.scope_text), w.done);
let asked: Vec<&conscience::Challenge> = conscience::in_scope_first(conscience::explored(pool.iter().copied()))
.into_iter()
.filter_map(|c| w.challenges.iter().find(|x| x.id == c.id))
.collect();
append_p_of(session, &pool, &asked);
Ok(asked)
}
}
}
fn stop_check<'a>(h: &dyn Harness, session: &str, input: &Value, w: &Work<'a>, live: &StopLive) -> Result<Vec<&'a conscience::Challenge>, Option<Value>> {
let skip = |why: &str| {
append(session, &format!("#borg-skip {why}"));
stat(session, input, crate::stats::GATE_SKIP, |e| e.why = why.to_string());
let prompts = std::fs::read_to_string(prompts_file(session)).unwrap_or_default();
Err(crate::queen::stop(session, input, &|| harness::plan(h.caps(), input), &prompts, &[]))
};
let waiting: Vec<&conscience::Challenge> = live.waiting.iter().filter_map(|i| w.challenges.iter().find(|c| &c.id == i)).collect();
let ctx = state_file(session);
if live.on && live::covered(live.lock, live::count(&ctx), live::read_mark(&ctx), turn_id(session)) {
return if waiting.is_empty() { skip("live_covered") } else { Ok(waiting) };
}
let mut asked: Vec<&conscience::Challenge> = match check(session, input, w, false) {
Verdict::Skip(_) | Verdict::Failed if !waiting.is_empty() => Vec::new(),
Verdict::Skip(score) => return skip(&score),
Verdict::Failed => return Err(None),
Verdict::Ask(ids) => ids.iter().filter_map(|i| w.challenges.iter().find(|c| &c.id == i)).collect(),
};
for c in waiting {
if !asked.iter().any(|a| a.id == c.id) {
asked.push(c);
}
}
Ok(asked)
}
fn graded_line(applied: &[(&conscience::Challenge, u8)]) -> String {
let items: Vec<String> = applied.iter().enumerate().map(|(r, (c, g))| format!("{}:{g}:{r}", c.id)).collect();
format!("#borg-graded n={} {}", applied.len(), items.join(","))
}
fn append_p<'a>(session: &str, chosen: impl IntoIterator<Item = (&'a str, f64)>, check: Option<&str>) {
let items: Vec<String> = chosen.into_iter().map(|(id, p)| format!("{id}={}", outcome::round_p(p))).collect();
if !items.is_empty() {
let tag = check.map_or_else(String::new, |c| format!(" @{c}"));
append(session, &format!("#borg-p {}{tag}", items.join(",")));
}
}
fn append_p_of(session: &str, pool: &[(f64, &conscience::Challenge)], asked: &[&conscience::Challenge]) {
if asked.is_empty() {
return;
}
let p = conscience::propensity(pool, session);
let chosen: Vec<(&str, f64)> = asked.iter().filter_map(|c| p.get(&c.id).map(|p| (c.id.as_str(), *p))).collect();
let items: Vec<String> =
pool.iter().map(|(s, c)| format!("{}={}{}", c.id, conscience::pool_base(*s, c), if c.scope.is_empty() { "" } else { ":s" })).collect();
let items = items.join(",");
let mut h = blake3::Hasher::new();
h.update(items.as_bytes());
for (id, p) in &chosen {
h.update(format!("\0{id}={}", outcome::round_p(*p)).as_bytes());
}
let check = h.finalize().to_hex()[..12].to_string();
append_p(session, chosen, Some(&check));
append(session, &format!("#borg-pool {items} @{check}"));
}
fn tagged(line: &str) -> (&str, Option<&str>) {
match line.rsplit_once(" @") {
Some((items, check)) if !check.is_empty() && check.bytes().all(|b| b.is_ascii_hexdigit()) => (items, Some(check)),
_ => (line, None),
}
}
fn pool_of(session: &str, ids: &[String]) -> (Vec<String>, Vec<f64>, Vec<bool>) {
pool_in(&std::fs::read_to_string(state_file(session)).unwrap_or_default(), ids)
}
fn pool_in(state: &str, ids: &[String]) -> (Vec<String>, Vec<f64>, Vec<bool>) {
let parse = |line: &str| -> Option<(Vec<String>, Vec<f64>, Vec<bool>)> {
let mut out = (Vec::new(), Vec::new(), Vec::new());
for item in line.split(',') {
let (id, rest) = item.rsplit_once('=')?;
let (base, scoped) = match rest.strip_suffix(":s") {
Some(b) => (b, true),
None => (rest, false),
};
out.0.push(id.trim().to_string());
out.1.push(base.trim().parse::<f64>().ok()?);
out.2.push(scoped);
}
Some(out)
};
let mut check: std::collections::HashMap<&str, Option<&str>> = std::collections::HashMap::new();
for line in state.lines().filter_map(|l| l.strip_prefix("#borg-p ")) {
let (items, tag) = tagged(line);
for (id, _) in items.split(',').filter_map(|it| it.rsplit_once('=')) {
check.insert(id.trim(), tag);
}
}
let Some(Some(tag)) = ids.first().and_then(|i| check.get(i.as_str())).copied() else { return Default::default() };
if !ids.iter().all(|i| check.get(i.as_str()).copied().flatten() == Some(tag)) {
return Default::default();
}
state
.lines()
.rev()
.filter_map(|l| l.strip_prefix("#borg-pool "))
.map(tagged)
.filter(|(_, t)| *t == Some(tag))
.find_map(|(items, _)| parse(items).filter(|(pool, _, _)| ids.iter().all(|i| pool.contains(i))))
.unwrap_or_default()
}
fn propensity_of(session: &str, ids: &[String]) -> Vec<f64> {
propensity_in(&std::fs::read_to_string(state_file(session)).unwrap_or_default(), ids)
}
fn propensity_in(state: &str, ids: &[String]) -> Vec<f64> {
let mut seen: std::collections::HashMap<&str, f64> = std::collections::HashMap::new();
for line in state.lines().filter_map(|l| l.strip_prefix("#borg-p ")) {
for (id, p) in tagged(line).0.split(',').filter_map(|it| it.rsplit_once('=')) {
if let Ok(p) = p.trim().parse::<f64>() {
seen.insert(id.trim(), p);
}
}
}
ids.iter().map(|i| seen.get(i.as_str()).copied()).collect::<Option<Vec<f64>>>().unwrap_or_default()
}
fn graded_of(session: &str, ids: &[String]) -> (Vec<u8>, Vec<u16>, u16) {
let state = std::fs::read_to_string(state_file(session)).unwrap_or_default();
let mut seen: std::collections::HashMap<String, (u8, u16, u16)> = std::collections::HashMap::new();
for line in state.lines().filter_map(|l| l.strip_prefix("#borg-graded n=")) {
let Some((n, items)) = line.split_once(' ') else { continue };
let n: u16 = n.parse().unwrap_or(0);
for it in items.split(',') {
let mut p = it.rsplitn(3, ':');
let (Some(r), Some(g), Some(id)) = (p.next(), p.next(), p.next()) else { continue };
seen.insert(id.to_string(), (g.parse().unwrap_or(0), r.parse().unwrap_or(0), n));
}
}
let got: Vec<(u8, u16, u16)> = ids.iter().map(|i| seen.get(i).copied().unwrap_or((0, 0, 0))).collect();
(got.iter().map(|g| g.0).collect(), got.iter().map(|g| g.1).collect(), got.iter().map(|g| g.2).max().unwrap_or(0))
}
fn stop_ask(h: &dyn Harness, session: &str, input: &Value, mut selected: Vec<&conscience::Challenge>) -> Option<Value> {
crate::memory::shuffle(&mut selected, session);
let log = selected.iter().map(|c| c.id.as_str()).collect::<Vec<_>>().join(",");
append(session, &format!("#borg-asked {log}"));
if !selected.is_empty()
&& let Ok(mut f) = std::fs::OpenOptions::new().create(true).append(true).open(edits_file(session))
{
let _ = writeln!(f, "{}\n#borg-asked {log}", one_line(&full_proposal(h, input), 4000));
}
let prompts = std::fs::read_to_string(prompts_file(session)).unwrap_or_default();
let queen = crate::queen::stop(session, input, &|| harness::plan(h.caps(), input), &prompts, &selected);
if selected.is_empty() {
return queen;
}
if learning() {
let cwd = input.get("cwd").and_then(Value::as_str).unwrap_or_default();
let lessons: Vec<String> = selected.iter().map(|c| c.id.clone()).collect();
let (grades, ranks, applied) = graded_of(session, &lessons);
let p = propensity_of(session, &lessons);
let (pool, base, scoped) = pool_of(session, &lessons);
let asked = outcome::Outcome {
kind: outcome::ASKED.into(),
session: session.into(),
lessons,
ms: learn::now_ms(),
repo: repo_of(cwd),
groups: conscience::disagreement_ids(&selected),
channel: "stop".into(),
grades,
ranks,
applied,
p,
pool,
base,
scoped,
..Default::default()
};
let _ = outcome::append(&learn::home().join("outcomes.jsonl"), &asked);
}
let out = queen.or_else(|| Some(json!({"decision": "block", "reason": conscience::render(&selected)})));
let chars = out.as_ref().and_then(|o| o["reason"].as_str()).map_or(0, str::len);
log_cost(session, &format!("block questions={} chars={chars}", selected.len()));
stat(session, input, crate::stats::BLOCK, |e| {
e.n = selected.len() as u64;
e.lessons = selected.iter().map(|c| c.id.clone()).collect();
e.channel = "stop".into();
});
out
}
pub fn main(name: &str, event: &str) {
let Some(h) = harness::by_name(name) else { return };
let mut raw = String::new();
let _ = std::io::stdin().read_to_string(&mut raw);
let mut input = h.normalise(serde_json::from_str(&raw).unwrap_or(Value::Null));
if !h.caps().sends_pid
&& let Some(m) = input.as_object_mut()
{
m.shift_remove("pid");
}
let cwd = input.get("cwd").and_then(Value::as_str).unwrap_or_default();
let cfg = collective::load();
let route = match &cfg {
Ok(cfg) => collective::route(cfg.as_ref(), cwd, &learn::home()),
Err(_) => collective::Route::Off,
};
let collective::Route::Collective { home, name, .. } = route else { return };
let mode = live::of(cfg.as_ref().ok().and_then(Option::as_ref), &name).mode;
unsafe {
std::env::set_var("BORG_HOME", &home);
std::env::set_var("BORG_MODE", mode.name());
std::env::set_var("BORG_HARNESS", h.name());
if std::env::var_os("BORG_STATE").is_none() {
std::env::set_var("BORG_STATE", home.join("state"));
}
}
let now = learn::now_ms();
let session = input.get("session_id").and_then(Value::as_str).unwrap_or("unknown");
crate::listen::touch(&home, event, session, now);
if matches!(event, "start" | "halted") {
return;
}
let me = match event {
"pre_tool" => {
if !crate::steer::active(&home) {
return;
}
crate::presence::read(&home, session)
}
_ => crate::presence::touch(&home, &name, h.name(), event, &input, now),
};
let started = me.map(|p| p.started);
let stopping = crate::listen::stopping(&home, event, session, now);
let out = crate::steer::around(&home, event, &input, started, now, || crate::expert_route::checkpoint(h, event, &input, || dispatch(h, event, &input)));
let out = crate::listen::after_stop(&home, h, stopping.as_ref(), &input, out);
if let Some(out) = crate::msg::deliver(&home, h.caps(), event, &input, started, now, out) {
println!("{out}");
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn every_file_of_an_edit_survives_the_cut_of_its_text() {
let long = "x".repeat(700);
let input = json!({"file_path": "/w/a.rs", "new_string": long, "edits": [{"file_path": "/w/b.rs", "new_string": "more"}]});
let text = edit_text("Edit", &input).unwrap();
assert!(text.starts_with("/w/a.rs /w/b.rs x"), "{}", &text[..40]);
assert_eq!(text.chars().count(), 600);
let multi = json!({"file_path": "/w/a.rs", "edits": [{"old_string": "a", "new_string": "b"}, {"old_string": "c", "new_string": "d"}]});
assert_eq!(edit_text("MultiEdit", &multi).as_deref(), Some("/w/a.rs b d"), "Claude's MultiEdit reads as before");
assert_eq!(touched(&input, "Edit"), "/w/a.rs /w/b.rs");
}
#[test]
fn propensity_of_takes_the_latest_entry_and_nothing_when_one_is_missing() {
let state = "#borg-p A=1,B=0.25\n#borg-asked A,B\n#borg-p B=0.5,C=0.1\n";
let ids = |v: &[&str]| v.iter().map(|x| x.to_string()).collect::<Vec<_>>();
assert_eq!(propensity_in(state, &ids(&["B", "A"])), [0.5, 1.0]);
assert_eq!(propensity_in(state, &ids(&["C"])), [0.1]);
assert!(propensity_in(state, &ids(&["A", "D"])).is_empty(), "D unknown: no guess");
assert!(propensity_in("", &ids(&["A"])).is_empty());
}
#[test]
fn pool_of_takes_the_pool_of_the_check_that_logged_each_p() {
let state = "#borg-p A=0.6,B=0.4 @c1\n#borg-pool A=1.5:s,B=0.25,C=2 @c1\n#borg-asked A,B\n#borg-p B=0.5 @c2\n#borg-pool B=0.5,D=0.125:s @c2\n";
let ids = |v: &[&str]| v.iter().map(|x| x.to_string()).collect::<Vec<_>>();
assert_eq!(pool_in(state, &ids(&["B"])), (ids(&["B", "D"]), vec![0.5, 0.125], vec![false, true]), "B's latest p is check 2's");
assert_eq!(pool_in(state, &ids(&["A"])), (ids(&["A", "B", "C"]), vec![1.5, 0.25, 2.0], vec![true, false, false]));
assert_eq!(pool_in(state, &ids(&["A", "B"])), Default::default(), "A's p from check 1, B's from check 2: no pairing");
assert_eq!(pool_in("", &ids(&["A"])), Default::default());
assert_eq!(pool_in(state, &[]), Default::default());
let graded = "#borg-p A=1\n#borg-p B=0.5 @c3\n#borg-pool A=1,B=1 @c3\n";
assert_eq!(pool_in(graded, &ids(&["A"])), Default::default());
assert_eq!(pool_in(graded, &ids(&["B"])).0, ids(&["A", "B"]));
assert_eq!(pool_in("#borg-p A=1\n#borg-pool A=1,B=2\n", &ids(&["A"])), Default::default());
}
#[test]
fn a_merged_ask_of_two_draws_carries_no_pool() {
let session = format!("pool-merge-{}", std::process::id());
let _ = std::fs::remove_file(state_file(&session));
let c = |id: &str| conscience::Challenge { id: id.into(), ..Default::default() };
let (a, b, cc, d, e, f) = (c("A"), c("B"), c("C"), c("D"), c("E"), c("F"));
let live: Vec<(f64, &conscience::Challenge)> = vec![(1.0, &a), (0.9, &b), (0.8, &cc), (0.7, &d)];
append_p_of(&session, &live, &[&a, &b]);
let stop: Vec<(f64, &conscience::Challenge)> = vec![(1.0, &a), (0.9, &e), (0.8, &f)];
append_p_of(&session, &stop, &[&a]);
let merged = vec!["A".to_string(), "B".to_string()];
assert_eq!(propensity_of(&session, &merged).len(), 2, "each id has its latest p");
assert_eq!(pool_of(&session, &merged), Default::default());
assert_eq!(pool_of(&session, &["A".to_string()]).0, ["A", "E", "F"], "A alone: the stop check's pool");
assert_eq!(pool_of(&session, &["B".to_string()]).0, ["A", "B", "C", "D"], "B alone: the live check's");
let _ = std::fs::remove_file(state_file(&session));
}
}