Cyrax321/CONTINUUM

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CONTINUUM: Verifiable semantic recovery for long-running AI agents. Semantic checkpoints (not conversation dumps), an idempotent action ledger that refuses duplicate side effects, and a hash-chained tamper-evident event log, all exposed as a deny-by-default MCP server. Framework-agnostic, Python 3.11+.

Stars: 28
Forks: 51
Open beginner issues: 0
Indexed issues: 113
Avg merge: 14h 11m
Merged PRs (30d): 443

Dominant language: Python
License: Apache-2.0
Last GitHub push: Sep 16, 2026
Latest indexed: Sep 17, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: good first issue help wanted hacktoberfest

Open All

105 open issues indexed

Roadmap: enforced durability at the harness boundary (umbrella) Open

enhancement research

Cyrax321/CONTINUUM#213 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Open problems in agent durability: nine research-grounded directions (umbrella) Open

enhancement help wanted research

Cyrax321/CONTINUUM#244 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Large-payload offloading: blob storage for oversized event payloads Open

enhancement state

Cyrax321/CONTINUUM#254 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Evidence-backed reconciliation: settle uncertain actions from OTel spans and system-level observations Open

enhancement

Cyrax321/CONTINUUM#268 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Cross-platform try-it launcher: Windows has no one-command demo path Open

good first issue

Cyrax321/CONTINUUM#281 · 2 comments · 0 reactions · 1 assignee · Indexed Sep 17, 2026
Homebrew tap for the continuum CLI (brew install path alongside uvx/pipx) Open

help wanted

Cyrax321/CONTINUUM#284 · 3 comments · 0 reactions · 1 assignee · Indexed Sep 17, 2026
Novel capability: claim-level provenance graph with staleness propagation Open

enhancement research state

Cyrax321/CONTINUUM#288 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: authority lifecycle - consumed-credential tracking and resurrection prevention Open

enhancement mcp security

Cyrax321/CONTINUUM#289 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: public recovery-correctness benchmark (fault-injection grading for any agent framework) Open

benchmark enhancement research

Cyrax321/CONTINUUM#293 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: restore-point admissibility (commitment graph blocks unsafe resumes) Open

enhancement research

Cyrax321/CONTINUUM#295 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: attention-budgeted human gate (fatigue-aware escalation and batching) Open

enhancement mcp research

Cyrax321/CONTINUUM#296 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: token cost of durability (publish the measurement nobody has) Open

benchmark enhancement research

Cyrax321/CONTINUUM#297 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: constraint pinning - governance constraints that survive context compaction Open

enhancement research security

Cyrax321/CONTINUUM#301 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: liveness watchdog - silence as a first-class recovery signal Open

enhancement research

Cyrax321/CONTINUUM#302 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: risk-informed recovery policy - map real-time FailureRisks to recovery modes Open

enhancement research state

Cyrax321/CONTINUUM#303 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Novel capability: memory-mutation governance - external memory writes as claimed, provenance-stamped, erasable effects Open

enhancement provenance security

Cyrax321/CONTINUUM#304 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Execution board: v0.2.0 — verifiable durability plane (provenance graph, authority lifecycle, admissibility, token-cost benchmark) Open

enhancement

Cyrax321/CONTINUUM#550 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
[#293] Four strategies comparable + HORIZON judge + FM-Bench years simulation Open

benchmark enhancement research

Cyrax321/CONTINUUM#569 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Follow-up to #288: provenance graph pagination and scale for large runs Open

enhancement state

Cyrax321/CONTINUUM#597 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
建议：支持CONTINUUM: Verifiable semantic recovery for long-r，适配无人零售/IoT场景 Open

Cyrax321/CONTINUUM#695 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(recovery): publish an advisory policy-review report from ledger history Open

enhancement help wanted research state

Cyrax321/CONTINUUM#743 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(recovery): scope human-gate attempt budgets to dependency ownership Open

enhancement help wanted research state

Cyrax321/CONTINUUM#744 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(attestation): bind recovery attestations to optional SPIFFE workload identities Open

enhancement help wanted research security

Cyrax321/CONTINUUM#745 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(attestation): issue and verify portable lineage tokens for delegated work Open

enhancement help wanted provenance research security

Cyrax321/CONTINUUM#760 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(plugins): run registered domain validation rules during recovery assessment Open

enhancement help wanted research state

Cyrax321/CONTINUUM#761 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(environment): configure discoverable providers for automatic resume-time revalidation Open

enhancement help wanted research state

Cyrax321/CONTINUUM#762 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(contract): publish a compatibility corpus and conformance suite for recovery contracts Open

enhancement help wanted research state

Cyrax321/CONTINUUM#764 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(plugins): dispatch registered ActionReconcilers during recovery reconciliation Open

enhancement help wanted research state

Cyrax321/CONTINUUM#765 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
bench(recovery): enforce a reproducible latency-regression matrix for assessment Open

benchmark enhancement help wanted research

Cyrax321/CONTINUUM#766 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
feat(provenance): correlate observed tool events with ledger action attempts Open

enhancement help wanted provenance research state

Cyrax321/CONTINUUM#785 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
continuum mcp install: cross-platform MCP registration (Windows follow-up to #700) Open

Cyrax321/CONTINUUM#834 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 17, 2026
continuum mcp doctor: turn CONNECTION_CLOSED into a diagnosis Open

Cyrax321/CONTINUUM#835 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Documentation: one primary installation path, Windows-first-class, contradictions purged Open

Cyrax321/CONTINUUM#840 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Upgrade, uninstall, repair: lifecycle semantics for the MCP registration Open

Cyrax321/CONTINUUM#841 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Adjacent Windows hardening: shell-portable adapters, run-id sanitization, sqlite:///C:/ URLs Open

Cyrax321/CONTINUUM#842 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 17, 2026
建议：支持CONTINUUM: Verifiable semantic recovery for long-r，适配无人零售/IoT场景 Open

Cyrax321/CONTINUUM#973 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Add CONTINUUM to awesome-ai-plugins? Open

Cyrax321/CONTINUUM#1004 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
replay_similarity backends are built and tested but never wired into the replay guard Open

enhancement help wanted tests

Cyrax321/CONTINUUM#1029 · 2 comments · 0 reactions · 1 assignee · Indexed Sep 17, 2026
security/trust_gate.py and security/revalidation.py (Extensions 1 and 2) are built but never wired into the engine Open

enhancement help wanted research security

Cyrax321/CONTINUUM#1030 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
compact_run mints an environment-blind anchor checkpoint, so a clean run downgrades to REQUEST_HUMAN Open

bug

Cyrax321/CONTINUUM#1049 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
assess is half archive-aware: liveness, risk and consumed-authority scans read the live tail only Open

bug

Cyrax321/CONTINUUM#1050 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
gateway route prefix is parsed but never enforced, so one claim reaches every path on the host Open

bug security

Cyrax321/CONTINUUM#1051 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
authorization-bound retry budget is bypassable by padding one throwaway argument token Open

bug security

Cyrax321/CONTINUUM#1052 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
continuum rewind fails on every compacted run, and would delete instead of restore once fixed Open

bug

Cyrax321/CONTINUUM#1053 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
action index fold ranks an archived completion below another run's later live failure, re-opening a completed side effect Open

bug

Cyrax321/CONTINUUM#1054 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
gateway buffers the entire upstream response with no cap while the threat model says reads are capped Open

bug security

Cyrax321/CONTINUUM#1055 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
continuum attest-keygen writes the Ed25519 private key world-readable (0644) Open

bug security

Cyrax321/CONTINUUM#1056 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
benchmarks/run.py renders the fault-injection detection rate as 0 in the published tables Open

benchmark bug

Cyrax321/CONTINUUM#1060 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
fault-injection emitter takes the suite-level rate from results[0], so it is order-dependent Open

benchmark bug

Cyrax321/CONTINUUM#1061 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
continuum briefing banner advertises a run that is not in the database Open

bug

Cyrax321/CONTINUUM#1063 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026

Cyrax321/CONTINUUM

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