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feat: add route-aware pricing estimates#2

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feat: add route-aware pricing estimates#2
kshitijk4poor wants to merge 1059 commits into
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pricing-accuracy-architecture

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Summary

  • replace heuristic cost calculation with route-aware pricing and cache-aware token buckets
  • add official-source cost states (estimated, included, unknown) across CLI usage and insights
  • persist richer token/cost metadata and add tests plus design doc for the full pricing architecture

What Changed

  • normalize provider usage into input/output/cache-read/cache-write buckets in run_agent.py
  • add route-aware pricing logic in agent/usage_pricing.py, including OpenRouter model-catalog pricing and subscription-included routes
  • update SQLite/session persistence for cache tokens and cost metadata
  • update /usage, status bar, and /insights to use the new pricing model
  • add focused tests for cache normalization and OpenRouter pricing conversion

Verification

  • python -m pytest -o addopts='' tests/agent/test_usage_pricing.py tests/test_cli_status_bar.py tests/test_insights.py tests/gateway/test_reasoning_command.py -q
  • python -m pytest -o addopts='' tests/test_run_agent.py tests/test_run_agent_codex_responses.py tests/gateway/test_reasoning_command.py -q

Notes

  • OpenRouter costs are currently estimated from the official models API until a request-level reconciliation path is added.
  • Unrelated local untracked files were left untouched: channel_directory.json, cron/.tick.lock.

teknium1 and others added 30 commits March 14, 2026 10:40
…1fc28d17

fix: smart vision setup that respects the user's chosen provider


Salvages the two still-relevant fixes from PR NousResearch#993 onto current main:
- use a 3-tuple LOCAL delivery key so explicit/local-origin targets are not duplicated
- shut down the previous agent-loop ThreadPoolExecutor when resizing the global pool

Adds regression tests for both behaviors.
Normalize summary-model content before stripping so empty or non-string
responses do not trigger retry/fallback paths. Adds sync and async
regression tests for None content.
…048e6599

Merging the non-redundant fixes salvaged from NousResearch#993 onto current main, plus adjacent trajectory compressor hardening found during review.
Follow up on salvaged PR NousResearch#1012.
Prevents raw custom-provider names from intercepting built-in provider ids,
and keeps the regression coverage focused on current-main behavior.
…ec1096a3

Salvaged PR NousResearch#1012 onto current main with the contributor commit preserved plus a small follow-up for builtin-provider shadowing and stale test cleanup.
Salvaged from PR NousResearch#1007 by stablegenius49.

- let INSTALL_POLICY decide dangerous verdict handling for builtin skills
- allow --force to override blocked dangerous decisions for trusted and community sources
- accept --yes / -y as aliases for --force in /skills install
- update regression tests to match the intended policy precedence
Keep the argparse CLI aligned with the slash command so --yes and -y
behave the same as --force for hermes skills install.
Add a parser-level regression test.
Unify browser session teardown so manual close, inactivity cleanup, and emergency shutdown all follow the same cleanup path instead of partially duplicating logic.

This changes browser_close() to delegate to cleanup_browser(), which means recording shutdown, Browserbase release, activity bookkeeping cleanup, and local socket-directory removal now happen consistently. It also updates emergency cleanup to route through cleanup_all_browsers() and explicitly clear in-memory tracking state after teardown so stale active-session, last-activity, and recording entries are not left behind on exit.

The screenshot fallback path has also been fixed. _extract_screenshot_path_from_text() now matches real absolute PNG paths, including quoted output, so browser_vision() can recover screenshots when agent-browser emits human-readable text instead of JSON.

Regression coverage was added in tests/tools/test_browser_cleanup.py for screenshot path extraction, cleanup_browser() state removal, browser_close() delegation, and emergency cleanup state clearing.

Verified with:
- python -m pytest tests/tools/test_browser_cleanup.py -q
- python -m pytest tests/tools/test_browser_console.py tests/gateway/test_send_image_file.py -q
…048e6599

Merging the policy-precedence fix salvaged from NousResearch#1007 onto current main, plus the CLI --yes/-y alias consistency follow-up.
Resolve the cherry-pick against current browser_tool structure without carrying unrelated formatting churn, while preserving the intended cleanup, PATH, and screenshot recovery changes from PR NousResearch#1001.
…1fc28d17

fix: improve browser cleanup, local browser PATH setup, and screenshot recovery
Remove diary-style memory framing from the system prompt and memory tool
schema, explicitly steer task/session logs to session_search, and clarify
that session_search is for cross-session recall after checking the current
conversation first. Add regression tests for the updated guidance text.
…2f2b4807

fix: tighten memory and session recall guidance
…rvers

Fixes NousResearch#1005

Without linger, user-level systemd services stop when the SSH session
ends — even though systemctl --user status shows active (running).

Changes to systemd_install():
- Try loginctl enable-linger automatically (succeeds when the process
  has the required privileges)
- If loginctl fails (no privileges), print a clear, copy-pasteable
  warning with the exact command the user must run

New helper: _ensure_linger_enabled()
- Fast path: checks /var/lib/systemd/linger/<user> (no subprocess)
- Auto-enable: loginctl enable-linger <user>
- Fallback: actionable warning with sudo command + restart instructions

Tests: 4 new tests in TestEnsureLingerEnabled, 205 passed total
…1fc28d17

fix: auto-enable systemd linger during gateway install on headless servers
…ec1096a3

Salvaged PR NousResearch#1037 onto current main with contributor commits preserved.
Move the dangerous-command header onto its own line inside the approval box
so the panel border no longer cuts through it, and restore the long-command
expand path in the active prompt_toolkit approval callback. The CLI already
had a merged 'view full command' feature in fallback/gateway paths, but the
live TUI callback was still using an older choice set and never exposed it.
Add regression tests for long-command view state, in-place expansion, and
panel rendering.
…2f2b4807

fix(cli): repair dangerous command approval UI
When vision_analyze_tool fails, the except block was returning a
generic 'could not be analyzed' message that gave the agent no
actionable information about the failure cause.

Replace the generic message with the actual exception string so the
agent can distinguish between backend errors, missing dependencies,
network failures, and unsupported image paths.

Also add an 'error' field to the failure response for structured
error handling by callers.

Fixes NousResearch#1034
…1fc28d17

fix(vision): surface actual error reason instead of generic message
- detect Telegram getUpdates conflicts and stop polling cleanly instead of retry-spamming forever
- add a machine-local token-scoped lock so different HERMES_HOME profiles on the same host can't poll the same bot token at once
- persist gateway runtime health/fatal adapter state and surface it in ● hermes-gateway.service - Hermes Agent Gateway - Messaging Platform Integration
     Loaded: loaded (/home/teknium/.config/systemd/user/hermes-gateway.service; enabled; preset: enabled)
     Active: active (running) since Sat 2026-03-14 09:25:35 PDT; 2h 45min ago
 Invocation: 8879379b25994201b98381f4bd80c2af
   Main PID: 1147926 (python)
      Tasks: 16 (limit: 76757)
     Memory: 151.4M (peak: 168.1M)
        CPU: 47.883s
     CGroup: /user.slice/user-1000.slice/user@1000.service/app.slice/hermes-gateway.service
             ├─1147926 /home/teknium/.hermes/hermes-agent/venv/bin/python -m hermes_cli.main gateway run --replace
             └─1147966 node /home/teknium/.hermes/hermes-agent/scripts/whatsapp-bridge/bridge.js --port 3000 --session /home/teknium/.hermes/whatsapp/session --mode self-chat

Mar 14 09:27:03 teknium-dev python[1147926]: 🔄 Retrying API call (2/3)...
Mar 14 09:27:04 teknium-dev python[1147926]: [409B blob data]
Mar 14 09:27:04 teknium-dev python[1147926]:    Content: ''
Mar 14 09:27:04 teknium-dev python[1147926]: ❌ Max retries (3) for empty content exceeded.
Mar 14 09:27:07 teknium-dev python[1147926]: [1K blob data]
Mar 14 09:27:07 teknium-dev python[1147926]:    Content: ''
Mar 14 09:27:07 teknium-dev python[1147926]: 🔄 Retrying API call (1/3)...
Mar 14 09:27:12 teknium-dev python[1147926]: [1.7K blob data]
Mar 14 09:27:12 teknium-dev python[1147926]:    Content: ''
Mar 14 09:27:12 teknium-dev python[1147926]: 🔄 Retrying API call (2/3)...
⚠ Installed gateway service definition is outdated
  Run: hermes gateway restart  # auto-refreshes the unit

✓ Gateway service is running
✓ Systemd linger is enabled (service survives logout)
- cleanly exit non-retryable startup conflicts without triggering service restart loops

Tests:
- gateway status runtime-state helpers
- Telegram token-lock and polling-conflict behavior
- GatewayRunner clean exit on non-retryable startup conflict
- CLI runtime health summary
Telegram albums arrive as multiple updates with a shared media_group_id.
Previously each image triggered a separate MessageEvent, causing the agent
to interrupt itself when describing the first image.

- Add 0.8s debounce window for media group items
- Merge attachments into single MessageEvent
- Add regression test for photo album buffering
…048e6599

Merging Telegram gateway conflict hardening: same-host token lock, clean shutdown on getUpdates conflict, persisted runtime health, and clearer gateway status diagnostics.
…mes not on PATH

When shutil.which('hermes') returns None, _resolve_hermes_bin() now tries
sys.executable -m hermes_cli.main as a fallback. This handles setups where
Hermes is launched via a venv or module invocation and the hermes symlink is
not on PATH for the gateway process.

Fixes NousResearch#1049
…part

`hermes update` crashed with CalledProcessError when run on a local-only
branch (e.g. fix/stoicneko) because `git rev-list HEAD..origin/{branch}`
fails when origin/{branch} doesn't exist. Now verifies the remote branch
exists first and falls back to origin/main.
Cancel any queued media-group flush tasks during Telegram adapter disconnect
and clear the buffered events map so shutdown can't leave a pending album
flush behind. Add a regression test covering disconnect before the debounce
window expires.
teknium1 and others added 24 commits March 16, 2026 04:58
…ch#1523)

- Add Status Bar section to user-guide/cli.md with layout example,
  element descriptions, responsive width behavior, and color-coded
  context threshold table
- Update /usage description in slash-commands reference to mention
  cost breakdown and session duration
…richment (NousResearch#1529)

Salvaged from PR NousResearch#1428 by jplew.

Removes Athabasca-specific persistence guidance accidentally merged
in PR NousResearch#1422:
- Drop Athabasca docstring and injected note from _enrich_message_with_vision
- Delete tests/gateway/test_image_enrichment.py (asserted app-specific behavior)

Co-authored-by: jplew <jplew@users.noreply.github.com>
…meoutStopSec to 60s

* fix(gateway): avoid recursive ExecStop in user systemd unit

* fix: extend ExecStop removal and TimeoutStopSec=60 to system unit

The cherry-picked PR NousResearch#1448 fix only covered the user systemd unit.
The system unit had the same TimeoutStopSec=15 and could benefit
from the same 60s timeout for clean shutdown. Also adds a regression
test for the system unit.

---------

Co-authored-by: Ninja <ninja@local>
Control a running Blender instance from Hermes via socket connection
to the blender-mcp addon (port 9876). Supports creating 3D objects,
materials, animations, and running arbitrary bpy code.

Placed in optional-skills/ since it requires Blender 4.3+ desktop
with a third-party addon manually started each session.
…earch#1531)

feat(skills): add blender-mcp optional skill for 3D modeling
Adds /help, /model, /tools, /context, /reset, /compact, /version
to the ACP adapter (VS Code, Zed, JetBrains). Commands are handled
directly in the server without instantiating the TUI — each command
queries agent/session state and returns plain text.

Unrecognized /commands fall through to the LLM as normal messages.

/model uses detect_provider_for_model() for auto-detection when
switching models, matching the CLI and gateway behavior.

Fixes NousResearch#1402
Fixes NousResearch#1445 — When using Docker backend, the user's current working
directory is now automatically bind-mounted to /workspace inside the
container. This allows users to run `cd my-project && hermes` and have
their project files accessible to the agent without manual volume config.

Changes:
- Add host_cwd and auto_mount_cwd parameters to DockerEnvironment
- Capture original host CWD in _get_env_config() before container fallback
- Pass host_cwd through _create_environment() to Docker backend
- Add TERMINAL_DOCKER_NO_AUTO_MOUNT env var to disable if needed
- Skip auto-mount when /workspace is already explicitly mounted
- Add tests for auto-mount behavior
- Add documentation for the new feature

The auto-mount is skipped when:
1. TERMINAL_DOCKER_NO_AUTO_MOUNT=true is set
2. User configured docker_volumes with :/workspace
3. persistent_filesystem=true (persistent sandbox mode)

This makes the Docker backend behave more intuitively — the agent
operates on the user's actual project directory by default.
Keep Docker sandboxes isolated by default. Add an explicit terminal.docker_mount_cwd_to_workspace opt-in, thread it through terminal/file environment creation, and document the security tradeoff and config.yaml workflow clearly.
Add exponential-backoff retry (3 attempts) around initialize() to
handle transient TLS resets during gateway startup. Also catches
TimedOut and OSError in addition to NetworkError.

Add exponential-backoff retry (3 attempts) around send_message() for
NetworkError during message delivery, wrapping the existing Markdown
fallback logic.

Both imports are guarded with try/except ImportError for test
environments where telegram is mocked.

Based on PR NousResearch#1527 by cmd8. Closes NousResearch#1526.
* feat(email): add skip_attachments option via config.yaml

Adds a config.yaml-driven option to skip email attachments in the
gateway email adapter. Useful for malware protection and bandwidth
savings.

Configure in config.yaml:
  platforms:
    email:
      skip_attachments: true

Based on PR NousResearch#1521 by @an420eth, changed from env var to config.yaml
(via PlatformConfig.extra) to match the project's config-first pattern.

* docs: document skip_attachments option for email adapter
NousResearch#1535)

fix(telegram): retry on transient TLS failures during connect and send
…ousResearch#1539)

Salvaged from PR NousResearch#1528 by an420eth. Closes NousResearch#517.

Improves _strategy_block_anchor in fuzzy_match.py:
- Add unicode normalization (smart quotes, em/en-dashes, ellipsis,
  non-breaking spaces → ASCII) so LLM-produced unicode artifacts
  don't break anchor line matching
- Lower thresholds: 0.10 for unique matches (was 0.70), 0.30 for
  multiple candidates — if first/last lines match exactly, the
  block is almost certainly correct
- Use original (non-normalized) content for offset calculation to
  preserve correct character positions

Tested: 3 new scenarios fixed (em-dash anchors, non-breaking space
anchors, very-low-similarity unique matches), zero regressions on
all 9 existing fuzzy match tests.

Co-authored-by: an420eth <an420eth@users.noreply.github.com>
Make the new Docker cwd-mount tests pass in CI environments that do not have the minisweagent package installed by injecting a fake module instead of monkeypatching an import path that may not exist.
…r-cwd-optin

fix(docker): make cwd workspace mount explicit opt-in
… enabled

Add privacy.redact_pii config option (boolean, default false). When
enabled, the gateway redacts personally identifiable information from
the system prompt before sending it to the LLM provider:

- Phone numbers (user IDs on WhatsApp/Signal) → hashed to user_<sha256>
- User IDs → hashed to user_<sha256>
- Chat IDs → numeric portion hashed, platform prefix preserved
- Home channel IDs → hashed
- Names/usernames → NOT affected (user-chosen, publicly visible)

Hashes are deterministic (same user → same hash) so the model can
still distinguish users in group chats. Routing and delivery use
the original values internally — redaction only affects LLM context.

Inspired by OpenClaw PR #47959.
… IDs)

Discord uses <@user_id> for mentions and Slack uses <@u12345> — the LLM
needs the real ID to tag users. Redaction now only applies to WhatsApp,
Signal, and Telegram where IDs are pure routing metadata.

Add 4 platform-specific tests covering Discord, WhatsApp, Signal, Slack.
…ch#1545)

When typing a path-like token (./  ../  ~/  /  or containing /),
the CLI now shows filesystem completions in the dropdown menu.
Directories show a trailing slash and 'dir' label; files show
their size. Completions are case-insensitive and capped at 30
entries.

Triggered by tokens like:
  edit ./src/ma     → shows ./src/main.py, ./src/manifest.json, ...
  check ~/doc       → shows ~/docs/, ~/documents/, ...
  read /etc/hos     → shows /etc/hosts, /etc/hostname, ...
  open tools/reg    → shows tools/registry.py

Slash command autocomplete (/help, /model, etc.) is unaffected —
it still triggers when the input starts with /.

Inspired by OpenCode PR NousResearch#145 (file path completion menu).

Implementation:
- hermes_cli/commands.py: _extract_path_word() detects path-like
  tokens, _path_completions() yields filesystem Completions with
  size labels, get_completions() routes to paths vs slash commands
- tests/hermes_cli/test_path_completion.py: 26 tests covering
  path extraction, prefix filtering, directory markers, home
  expansion, case-insensitivity, integration with slash commands
… enabled (NousResearch#1542)

feat(privacy): redact PII from LLM context when privacy.redact_pii is enabled
* feat: smart approvals — LLM-based risk assessment for dangerous commands

Adds a 'smart' approval mode that uses the auxiliary LLM to assess
whether a flagged command is genuinely dangerous or a false positive,
auto-approving low-risk commands without prompting the user.

Inspired by OpenAI Codex's Smart Approvals guardian subagent
(openai/codex#13860).

Config (config.yaml):
  approvals:
    mode: manual   # manual (default), smart, off

Modes:
- manual — current behavior, always prompt the user
- smart  — aux LLM evaluates risk: APPROVE (auto-allow), DENY (block),
           or ESCALATE (fall through to manual prompt)
- off    — skip all approval prompts (equivalent to --yolo)

When smart mode auto-approves, the pattern gets session-level approval
so subsequent uses of the same pattern don't trigger another LLM call.
When it denies, the command is blocked without user prompt. When
uncertain, it escalates to the normal manual approval flow.

The LLM prompt is carefully scoped: it sees only the command text and
the flagged reason, assesses actual risk vs false positive, and returns
a single-word verdict.

* feat: make smart approval model configurable via config.yaml

Adds auxiliary.approval section to config.yaml with the same
provider/model/base_url/api_key pattern as other aux tasks (vision,
web_extract, compression, etc.).

Config:
  auxiliary:
    approval:
      provider: auto
      model: ''        # fast/cheap model recommended
      base_url: ''
      api_key: ''

Bridged to env vars in both CLI and gateway paths so the aux client
picks them up automatically.

* feat: add /stop command to kill all background processes

Adds a /stop slash command that kills all running background processes
at once. Currently users have to process(list) then process(kill) for
each one individually.

Inspired by OpenAI Codex's separation of interrupt (Ctrl+C stops current
turn) from /stop (cleans up background processes). See openai/codex#14602.

Ctrl+C continues to only interrupt the active agent turn — background
dev servers, watchers, etc. are preserved. /stop is the explicit way
to clean them all up.
…lt (NousResearch#1544)

The persistent status bar now shows context %, token counts, and
duration but NOT $ cost by default. Cost display is opt-in via:

  display:
    show_cost: true

in config.yaml, or: hermes config set display.show_cost true

The /usage command still shows full cost breakdown since the user
explicitly asked for it — this only affects the always-visible bar.

Status bar without cost:
  ⚕ claude-sonnet-4 │ 12K/200K │ 6% │ 15m

Status bar with show_cost: true:
  ⚕ claude-sonnet-4 │ 12K/200K │ 6% │ $0.06 │ 15m
…red by OpenAI Codex)

* feat: improve memory prioritization — user preferences over procedural knowledge

Inspired by OpenAI Codex's memory prompt improvements (openai/codex#14493)
which focus memory writes on user preferences and recurring patterns
rather than procedural task details.

Key insight: 'Optimize for reducing future user steering — the most
valuable memory prevents the user from having to repeat themselves.'

Changes:
- MEMORY_GUIDANCE (prompt_builder.py): added prioritization hierarchy
  and the core principle about reducing user steering
- MEMORY_SCHEMA (memory_tool.py): reordered WHEN TO SAVE list to put
  corrections first, added explicit PRIORITY guidance
- Memory nudge (run_agent.py): now asks specifically about preferences,
  corrections, and workflow patterns instead of generic 'anything'
- Memory flush (run_agent.py): now instructs to prioritize user
  preferences and corrections over task-specific details

* feat: more aggressive skill creation and update prompting

Press harder on skill updates — the agent should proactively patch
skills when it encounters issues during use, not wait to be asked.

Changes:
- SKILLS_GUIDANCE: 'consider saving' → 'save'; added explicit instruction
  to patch skills immediately when found outdated/wrong
- Skills header: added instruction to update loaded skills before finishing
  if they had missing steps or wrong commands
- Skill nudge: more assertive ('save the approach' not 'consider saving'),
  now also prompts for updating existing skills used in the task
- Skill nudge interval: lowered default from 15 to 10 iterations
- skill_manage schema: added 'patch it immediately' to update triggers
Repository owner deleted a comment from kshitij-eliza Mar 16, 2026
@kshitijk4poor kshitijk4poor deleted the pricing-accuracy-architecture branch March 16, 2026 16:08
@kshitijk4poor kshitijk4poor restored the pricing-accuracy-architecture branch March 16, 2026 16:16
kshitijk4poor pushed a commit that referenced this pull request Apr 21, 2026
The MCP circuit breaker previously had no path back to the closed
state: once _server_error_counts[srv] reached _CIRCUIT_BREAKER_THRESHOLD
the gate short-circuited every subsequent call, so the only reset
path (on successful call) was unreachable. A single transient
3-failure blip (bad network, server restart, expired token) permanently
disabled every tool on that MCP server for the rest of the agent
session.

Introduce a classic closed/open/half-open state machine:

- Track a per-server breaker-open timestamp in _server_breaker_opened_at
  alongside the existing failure count.
- Add _CIRCUIT_BREAKER_COOLDOWN_SEC (60s). Once the count reaches
  threshold, calls short-circuit for the cooldown window.
- After the cooldown elapses, the *next* call falls through as a
  half-open probe that actually hits the session. Success resets the
  breaker via _reset_server_error; failure re-bumps the count via
  _bump_server_error, which re-stamps the open timestamp and re-arms
  the cooldown.

The error message now includes the live failure count and an
"Auto-retry available in ~Ns" hint so the model knows the breaker
will self-heal rather than giving up on the tool for the whole
session.

Covers tests 1 (half-opens after cooldown) and 2 (reopens on probe
failure); test 3 (cleared on reconnect) still fails pending fix #2.
kshitijk4poor pushed a commit that referenced this pull request May 1, 2026
* ci(nix): auto-fix stale npm hashes on push to main

When a PR merges to main with updated package-lock.json or package.json
in ui-tui/ or web/, the new auto-fix-main job detects stale npmDepsHash
values and pushes a fix commit directly to main.

This eliminates the recurring manual hash-bump PRs (NousResearch#15420, NousResearch#15314,
NousResearch#15272, NousResearch#15244) by reusing the existing fix-lockfiles --apply pipeline.

The fix commit only touches nix/*.nix files, which are outside the push
path filter (package-lock.json / package.json), so it cannot re-trigger
itself.

Closes NousResearch#15314

* fix(ci): use GitHub App token for auto-fix-main push

GITHUB_TOKEN commits are invisible to workflow triggers (GitHub's
infinite-loop prevention). The auto-fix-main job pushes directly to
main, so the fix commit never triggered downstream nix.yml verification.

Mint a short-lived token via the repo's GitHub App (daimon-nous, APP_ID
+ APP_PRIVATE_KEY secrets) so the push is treated as a real event and
nix.yml fires to verify the corrected hashes.

Tested via workflow_dispatch dry-run: app token minted successfully,
checkout with app token succeeded, fix job correctly gated.

Resolves review feedback from Bugbot (r3144569551).

* ci(nix): rename lockfile check job for required status check

Rename 'check' → 'nix-lockfile-check' so the status check name is
unambiguous when added as a required check on main.

* fix(ci): harden auto-fix-main against races, loops, and silent failures

Address adversarial review findings:

1. Race condition (#1): Job-level concurrency with cancel-in-progress
   collapses back-to-back pushes; ref: main checkout always gets latest
   branch state; explicit push target (origin HEAD:main).

2. Loop prevention (#2): File-whitelist check before commit aborts if
   any file outside nix/{tui,web}.nix was modified, preventing
   accidental self-triggering.

3. Silent infra failures (#8): nix-lockfile-check now fails explicitly
   when fix-lockfiles exits without reporting stale status (catches nix
   setup failures, network errors, script bugs that bypass continue-on-error).

4. Commit traceability (NousResearch#11): Auto-fix commits include source SHA and
   workflow run URL in the commit body.

5. Explicit push target (NousResearch#12): git push origin HEAD:main instead of
   bare git push.

---------

Co-authored-by: alt-glitch <alt-glitch@users.noreply.github.com>
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