Skip to main content

Repo-local continuity runtime for coding agents

Project description

AICTX

PyPI Python CI License: MIT

Repo-local continuity for coding agents.

AICTX helps a new coding-agent session start from the useful state left by the previous one: active task state, next action, known failures, decisions, execution evidence, and optional structural repo hints.

It is a local CLI/runtime layer for .aictx_* integrations. It stores inspectable artifacts in the repository under .aictx/ and exposes one agent-facing resume command plus one finalize command.

AICTX is Codex-first, GitHub Copilot-aware, Claude-aware, and generic-agent compatible.

Current documented implementation: 6.4.0

AICTX + Coding Agent Runtime Flow

pip install aictx
aictx install
aictx init

Quickstart · Installation · Demo · Technical overview


The problem

Coding agents are powerful, but most sessions still start cold:

  • they rediscover the same repository structure;
  • they reopen broad docs before the relevant source or test;
  • they repeat failed commands or stale assumptions;
  • unfinished work depends on chat history instead of repo-local state.

AICTX makes that continuity repo-local, inspectable, and reusable.

What AICTX actually does

AICTX gives supported agents a small runtime loop:

resume useful context -> do the work -> finalize factual evidence -> help the next session

At startup, an agent can call:

aictx resume --repo . --task "<task goal>" --json

After work, it records what happened:

aictx finalize --repo . --status success|failure --summary "<what happened>" --json

The next session can then receive a compact continuity capsule built from repo-local facts: Work State, handoffs, decisions, known failures, prior strategies, execution summaries, and optional RepoMap hints.

It is not a generic token compressor, autonomous coding system, hosted agent platform, or correctness guarantee.

AICTX combines continuity memory with structural repo lookup: Work State tells the agent what was happening; optional RepoMap tells it where to look first.


See it in 30 seconds

Without AICTX, the next agent session often starts cold:

User: continue parser work
Agent: scans repo, opens README, searches files, rediscovers tests...

With AICTX, the agent can start from a fresh resume capsule:

aictx resume --repo . --task "continue parser work" --json

Example shape:

Resuming: parser edge cases
Last progress: BLOCKED status added
Next: expand tests/test_parser.py
Known failure: pytest unavailable outside .venv
Suggested command: .venv/bin/python -m pytest -q

The exact fields depend on what previous sessions actually recorded. AICTX does not invent missing facts.


When to use it

Use AICTX when you:

  • run multiple coding-agent sessions in the same repository;
  • want explicit handoff, next action, decision, and failure memory;
  • want repo-local continuity artifacts instead of hidden cloud memory;
  • want optional structural entry points from RepoMap without making RepoMap mandatory.

Skip it if you want a hosted agent platform, a general knowledge base, or automatic correctness guarantees.


Demo result

In a two-session coding task, AICTX helped the second session resume from the intended work surface instead of rediscovering the repo.

Session 2 metric Without AICTX With AICTX
Files explored 10 5
Files edited 3 1
Commands run 15 8
Exploration before first edit 15 6
Time to complete 1'59'' 1'12''
First relevant file README.md tests/test_parser.py

This is not a universal benchmark. It is an observable continuity demo. See Demo.


Install

From inside the repository:

pip install aictx
aictx install
aictx init
aictx --version

After that, keep using your coding agent.

aictx init creates the repo-local instruction surfaces used by supported runners, including AGENTS.md, CLAUDE.md, .claude/*, and .github/copilot-instructions.md. The Copilot file is a standard repository file intended to stay versioned in git.

The generated repo instructions and hooks guide supported agents to call AICTX automatically. The normal user experience is:

install -> init -> use your coding agent

See Installation and Quickstart.


How it works

At normal task startup, supported agents use one continuity query:

aictx resume --repo . --task "<task goal>" --json

--task should contain only the work goal. --task is the only normal resume input in v6; legacy --request startup input has been removed.

After work, supported agents finalize factual evidence:

aictx finalize --repo . --status success|failure --summary "<what happened>" --json

In JSON mode, resume also includes bounded loaded_context metadata that explains why Work State, carryover, failures, handoffs, decisions, strategies, and RepoMap hints were selected. Each item includes role/relevance metadata such as role, selection_reason, confidence, staleness, and related_paths. It is additive inspection/debugging metadata, not proof of correctness and not hidden agent reasoning.

When RepoMap is enabled and indexed, resume can also include compact structural_entry_points and structural_context. RepoMap status separates provider, index, query, and refresh availability, so an existing index can remain queryable even if the provider is unavailable. Execution contracts may include expected_first_files, and finalize can record structural_alignment. RepoMap remains optional; AICTX continues to work without it.

The runtime loop is:

resume capsule -> work -> finalize evidence -> next resume

Technical integrations can also use wrapped/internal execution surfaces. See Technical overview and Usage.


Core capabilities

Capability What it does Why it matters
Work State Preserves active task, hypothesis, files, next action, risks, and verification state The next session knows what was in progress
Failure Memory Stores observed command/test/build/type/lint failures as structured patterns Agents can avoid repeating known mistakes
RepoMap Optional Tree-sitter structural map of files and symbols Agents get compact structural entry points for “where should I look first?”
Strategy Memory Reuses successful prior execution patterns Known-good approaches can be suggested again
Handoff / Decisions Keeps operational summaries and explicit project decisions Architecture and intent survive session boundaries
Execution Summary Captures what happened at finalize time The next session starts from factual continuity
Contract Compliance Audits first action, edit scope, validation, and structural alignment Gaps can carry over into Work State instead of disappearing
Doctor Read-only repo/runtime diagnostic with aictx doctor --repo . --json; add --release-readiness for strict aictx release-gate checks Support uses a general repo diagnostic while releases keep stricter checks
Resume capsule Compiles continuity into one agent brief Agents do not need to discover AICTX internals at startup

How AICTX handles stale context

AICTX does not inject one permanent memory dump into every session.

Each task gets a fresh resume capsule built from repo-local artifacts: Work State, latest execution summary, decisions, known failures, strategy hints, and optional RepoMap data.

Old context is treated as context, not truth:

  • Work State is branch-safe.
  • Failures and strategies are observed evidence, not absolute instructions.
  • Resume capsules are regenerated per task.
  • Dedupe and staleness metadata help keep continuity bounded.
  • Missing or unsafe context is skipped, warned about, or marked not_evaluated rather than invented.

See Limitations and Technical overview.


Supported agents

AICTX is runner-aware, not runner-locked.

  • Codex-first: AGENTS.md, optional global Codex setup, CLI/runtime JSON contract.
  • Claude-aware: CLAUDE.md, .claude/settings.json, .claude/hooks/aictx_*.py.
  • GitHub Copilot: repo-wide .github/copilot-instructions.md custom instructions created by aictx init.
  • Generic fallback: any agent that can read repo instructions, run CLI commands, and consume JSON/Markdown.

What AICTX is not

AICTX is not:

  • a hosted agent platform;
  • a dashboard or task manager;
  • a vector database;
  • hidden cloud memory;
  • an autonomous repo repair system;
  • a sandbox or enforcement layer;
  • a guarantee of productivity, token savings, speedups, or correctness.

Artifact contract

The stable repo-local continuity artifact contract in 6.4.0 is:

.aictx/continuity/session.json
.aictx/continuity/handoff.json
.aictx/continuity/handoffs.jsonl
.aictx/continuity/decisions.jsonl
.aictx/continuity/semantic_repo.json
.aictx/continuity/semantic_repo/*
.aictx/continuity/dedupe_report.json
.aictx/continuity/staleness.json
.aictx/continuity/continuity_metrics.json
.aictx/continuity/contracts/*
.aictx/strategy_memory/strategies.jsonl
.aictx/failure_memory/failure_patterns.jsonl
.aictx/metrics/execution_logs.jsonl
.aictx/metrics/execution_feedback.jsonl
.aictx/metrics/contract_compliance.jsonl
.aictx/tasks/active.json
.aictx/tasks/threads/*
.aictx/area_memory/areas.json
.aictx/area_memory/areas/*
.aictx/repo_map/config.json

Optional or latest-run artifacts may also appear:

.aictx/continuity/last_execution_summary.md
.aictx/continuity/resume_capsule.md
.aictx/continuity/resume_capsule.json
.aictx/repo_map/manifest.json
.aictx/repo_map/index.json
.aictx/repo_map/status.json

When aictx init --portable-continuity is enabled, AICTX still uses Git as the only transport. The 6.4.0 team-safe profile exposes append-only/sharded continuity artifacts to Git, keeps conflict-prone snapshots local-only, can add .gitattributes merge hints for portable JSONL files, and redacts detected secret-like values before writing the portable subset. See Git-portable continuity.

For lifecycle details, startup banner semantics, branch-safe loading rules, internal runtime commands, and compliance auditing, see Technical overview.


Documentation

Start here:

Core concepts:

Operations and trust:


Current limits

AICTX improves continuity only when agents or integrations cooperate with the runtime contract. File access, commands, tests, and failures are strongest when passed explicitly or captured through wrapped execution.

AICTX does not claim measured productivity gains, guaranteed speedups, or automatic correctness.

It makes continuity visible, inspectable, and reusable.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

aictx-6.4.0.tar.gz (284.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

aictx-6.4.0-py3-none-any.whl (223.0 kB view details)

Uploaded Python 3

File details

Details for the file aictx-6.4.0.tar.gz.

File metadata

  • Download URL: aictx-6.4.0.tar.gz
  • Upload date:
  • Size: 284.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for aictx-6.4.0.tar.gz
Algorithm Hash digest
SHA256 801003b98ade1931aeb8acc4393a1a66bc15d0357f576d8abba13cce48004980
MD5 aeab84c6688ab4eb5e07554728a0c759
BLAKE2b-256 96e795fa26cea9db7ecb2240760e33fabe994248080fc96f561c1048d952f1b1

See more details on using hashes here.

Provenance

The following attestation bundles were made for aictx-6.4.0.tar.gz:

Publisher: publish-pypi.yml on oldskultxo/aictx

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file aictx-6.4.0-py3-none-any.whl.

File metadata

  • Download URL: aictx-6.4.0-py3-none-any.whl
  • Upload date:
  • Size: 223.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for aictx-6.4.0-py3-none-any.whl
Algorithm Hash digest
SHA256 4cc4366ce6bd67edd9c373c09212f22d59c52fa80bf6ffd6521009f1cff82221
MD5 f22adbbcad96390c6b3d88d22a966c66
BLAKE2b-256 80a88c09a8f8a5f4e7ec7c9b7a4b4ea7cd45d6fa75a723ecb4a1463dca47778a

See more details on using hashes here.

Provenance

The following attestation bundles were made for aictx-6.4.0-py3-none-any.whl:

Publisher: publish-pypi.yml on oldskultxo/aictx

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page