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verified"}],"sourceUrls":{"package":"https://github.com/lssm-tech/contractspec/tree/bcc79fcc27c4d801c2119bef81ddcce7b4e86498/packages/platform/agents/ai-agent","manifest":"https://github.com/lssm-tech/contractspec/blob/bcc79fcc27c4d801c2119bef81ddcce7b4e86498/packages/platform/agents/ai-agent/package.json","readme":"https://github.com/lssm-tech/contractspec/blob/bcc79fcc27c4d801c2119bef81ddcce7b4e86498/packages/platform/agents/ai-agent/README.md","guide":"https://github.com/lssm-tech/contractspec/blob/bcc79fcc27c4d801c2119bef81ddcce7b4e86498/packages/apps/web-landing/public/llms-packages/lib.ai-agent.txt"},"readme":{"status":"available","body":"# @lssm-tech/lib.ai-agent\n\nWebsite: https://contractspec.io\n\n**Core AI agent runtime for ContractSpec with tool orchestration, MCP integration, session state, memory, and telemetry.**\n\nThe `./agent/runner` and `./agent/task-tree` entries own the existing synchronous\ntask-tree execution and validation, including cancellation and failure propagation.\n`./agent/contracts` and `./acp/contracts` expose the existing explicit registry\nregistration helpers using canonical AI Agent declarations. Agent and ACP command,\nevent, feature and UI declarations preserve their original SchemaModel schemas,\nbudgets and policies; readonly vocabulary remains in AgentProtocol. Registration is\ncaller initiated; these entries grant no execution or approval authority.\n\nThe `./operations/agent/*` leaves own the original agent lifecycle and tool\nassignment operation declarations, shared schemas, error contracts and\nidempotency requirements. They retain the existing policy and approval metadata;\ndeclaring an operation does not execute it or authorize a transition.\n\nProtocol V1 agents require an exact qualified model route and a verified,\nprovenance-aware compiled context. Legacy static or dynamic knowledge adapters\nand unclassified per-call system overrides are not admitted into Protocol V1\nruns; retrieved material remains data-only context.\n\n## What It Provides\n\n- `@lssm-tech/lib.ai-agent/chat` owns the canonical headless `ChatService`,\n  `InMemoryConversationStore`, workspace context, and existing planner/workflow\n  helpers. The chat module forwards to the same constructors and functions.\n  This entry requires the existing surface runtime peer and preserves legacy\n  behavior; it does not grant Protocol V1, provider, workflow or runtime authority.\n  Named `chat/<leaf>` entries retain narrow imports for existing module forwarders;\n  pure storage/context entries do not load chat providers or planner adapters.\n\n- Provides the central agent runtime used by chat, automation, and higher-level orchestration packages.\n- Supports tools, sessions, memory, approvals, providers, telemetry, and MCP-aware workflows.\n- Subagent-backed tools support additive dispatch grants for selected history, tool subsets, budgets/timeouts, replay/provenance refs, and fail-closed independent approvals.\n- Publishes canonical sandbox workspace, execution, secret-reference, and artifact contracts via `@lssm-tech/lib.ai-agent/sandbox`.\n- Acts as the stable public API for agent execution across multiple runtimes and delivery surfaces.\n- Consumes agent definitions from `@lssm-tech/lib.contracts-spec/agent`.\n- `src/providers/` contains provider integrations and provider-facing adapters.\n\n## Installation\n\n`npm install @lssm-tech/lib.ai-agent`\n\nor\n\n`bun add @lssm-tech/lib.ai-agent`\n\n## Usage\n\nDefine agents in `@lssm-tech/lib.contracts-spec/agent`, then run or export them with `@lssm-tech/lib.ai-agent`.\n\n```ts\nimport { defineAgent } from \"@lssm-tech/lib.contracts-spec/agent\";\nimport { createUnifiedAgent } from \"@lssm-tech/lib.ai-agent/agent/unified-agent\";\n\nconst SupportBot = defineAgent({\n  meta: {\n    key: \"support.bot\",\n    version: \"1.0.0\",\n    description: \"Customer support assistant\",\n    owners: [\"support\"],\n    tags: [\"support\"],\n    stability: \"experimental\",\n  },\n  instructions: \"Resolve tickets and escalate low-confidence cases.\",\n  tools: [{ name: \"support.resolve\" }],\n});\n\nconst agent = createUnifiedAgent(SupportBot, {\n  backend: \"ai-sdk\",\n});\n```\n\nRuntime portability stays adapter-first:\n\n- `AgentSpec.runtime` can declare checkpointing, suspend/resume, and approval-gateway capabilities.\n- `AgentFactory` and `ContractSpecAgent` accept optional runtime adapter bundles for LangGraph/LangChain-style integrations.\n- Session state now persists workflow, thread, trace, checkpoint, and approval metadata for replay-safe resumes.\n- Escalation policies can raise approval requests on timeout, tool failure, or confidence thresholds without coupling core contracts to a vendor runtime.\n- Protocol V1 agents fail admission when required static knowledge is missing,\n  unsupported, empty, or unavailable. Retrieved knowledge is delimited as\n  evidence with `instructionEligible=false`; it never becomes an instruction.\n- Protocol V1 agents require a qualified run-scoped model route. Static models\n  and ranking-only selectors remain available to legacy agents, but cannot be\n  used as a production fallback for protocol V1.\n- `UnifiedAgent` admits Protocol V1 only through its AI SDK backend with both a\n  qualified run-scoped route and compiled context. Direct provider instances,\n  raw provider configuration, ranking-only selectors, external SDK backends,\n  and ambient backend fallback are rejected; fallback must be represented by a\n  qualified model-route decision.\n- Production-shaped V2 calls receive a Host-verified resolver backed by the\n  persisted selection and accepted fallback. The exact invocation profile sets\n  output limits and sampling on the AI SDK call, resolves a digest-bound output\n  validator, and rejects ambient/caller overrides. Streaming fails closed when\n  a bound final-output validator cannot be applied.\n- Protocol step samples are reduced to an allowlisted, route-aware numeric/ref\n  projection before any telemetry collector receives them. Custom collectors,\n  composite collectors, and PostHog therefore cannot observe prompts, model\n  text/reasoning, tool inputs/results, provider metadata, headers, bodies, raw\n  errors, or direct tenant/actor identities.\n- `compileAgentContextV1` deterministically hashes, classifies, bounds, and\n  freezes context manifests. Missing, expired, substituted, or over-budget\n  required sources fail admission; optional sources produce typed warnings.\n- `AgentProtocolRuntimeV1` executes the ContractSpec Plan–Act–Reflect protocol\n  through durable compare-and-swap state. It checkpoints every action and\n  material transition, binds effects to Connect-approved Runtime Node work\n  orders and receipts, suspends ambiguous outcomes for reconciliation, enforces\n  bounded epochs and budgets, escalates repeated/no-progress failure, and\n  accepts completion only with exact independent verifier evidence.\n- Help responses are accepted only through an injected authority verifier that\n  binds the pending request, responder principal, authority decision, safe\n  option, response evidence, expiry, and durable response digest. A response\n  clears the wait state but never expands the plan, grants, tools, or budget.\n- Protocol V1 memory tools emit immutable proposals through a run-scoped port;\n  they never receive a memory mutation port. `governAgentMemoryProposalV1`\n  accepts only exact PersonalOS/CompanyOS owner decisions and receipts. Legacy\n  direct Anthropic memory CRUD remains compatible for non-Protocol-V1 agents.\n\n### Durable Plan–Act–Reflect\n\nImport the portable kernel from `@lssm-tech/lib.ai-agent/protocol-runtime` and\nprovide an `AgentProtocolArtifactPortV1`. The in-memory port is intended for\ntests; production hosts should use the Postgres implementation from\n`@lssm-tech/integration.agent-durable-store`.\n\nThe artifact port also accepts immutable `application_binding` records. Agent\nHost uses them to bind a run to the exact installation, manifest, permission\nsummary, release, configuration, and qualification admitted before execution;\nthe AI runtime does not interpret them or grant application authority.\nProtocol run state may also bind the exact persisted `model_selection` artifact.\nResume compares its reference and digest with the host-qualified selection and\nrequires a replan when the route decision changes or disappears.\n`recordModelFallback` admits an allowed fallback only at the current durable\ncheckpoint, revalidates the original selection and every hard constraint,\nrejects indeterminate provider outcomes, persists the exact decision before a\nnew checkpoint, and makes an identical retry idempotent. Resume also binds the\nlast accepted fallback decision.\nV2 routing views discriminate wire versions and reject mixed artifacts.\n`recordModelReselectionV2` persists replacement plan, validation, and selection\nas inactive artifacts, then activates them in one run-state CAS while clearing\nfallback and applying safe replan resets. Qualification and canary heads remain\nappend-only mutable artifacts with optimistic concurrency and historical reads.\n\nThe runtime never constructs credentials, grants authority, or invokes a\nprovider itself. Plans must already bind required context, budgets, Connect\ndecisions, and Runtime Node work orders. Effect results are accepted only when\ntheir exact work order and receipt are present as evidence. Reflection accepts\ntyped artifacts only and has no effect port, so it cannot execute work or widen\nauthority. A crash between artifact writes is replay-safe: the state points to\nexact historical revisions, and an identical retry is idempotent while a\ndifferent retry fails closed.\n\n`respondToHelp` requires an `AgentProtocolHelpResponseAuthorityPortV1` supplied\nby the host. Plain model output, channel text, or an unverified principal cannot\nresume a waiting run. The authorized response is persisted before the next\nbounded epoch can start.\n\n### Bounded epochs\n\n`@lssm-tech/lib.ai-agent/epochs` runs a long-running task as a finite\nsequence of bounded epochs (`runAgentBoundedEpochsV1`) under an\n`agentBoundedEpochPolicyV1Schema` policy. An epoch ends when the work is done,\na token, wall-time or tool-call budget is exhausted, or the run is cancelled,\nand the runner then renews, completes or stops with a typed reason. Both\nboundaries are checkpointed, effects run through a write-ahead journal\n(`context.effect`) and replay after a restart, and the open epoch's token and\ntool-call spend is stored with the open epoch, together with the number of\nsteps it counts and the number of steps that had reached a journaled effect\n(`admittedSteps`, written with each step's first journal entry).\n\nA restarted process continues those counters instead of starting from zero.\nIt runs the admitted steps again without a budget check or the wall-time\nabort (cancellation still applies), so each one replays its recorded effects,\nor stops the run as `effect_indeterminate` at its pending one, even when the\nbudget ran out before the restart: a journaled step is never refused and sent\nagain in a later epoch. Later steps, including unjournaled steps that run\nagain, are checked against the restored counters. An epoch that ends on its\nbudget or a cancellation while a journal entry is still pending stops as\n`effect_indeterminate` instead of renewing, and the run result's `stopDetail`\nnames the effect.\n\nSteps report their spend as before. A step whose effects all replay may\nreport their recorded spend, and the runner counts it once; a restored step\nthat also runs a new effect is counted in full, replayed part included. Spend\nmade outside `context.effect` is not journaled, so an admitted step repeats it,\nunchecked, after a restart. Records written before that spend was stored stay\nreadable and resume their open epoch from zero.\n`createAgentEpochCheckpointStoreV1` persists runs through any durable\n`AgentCheckpointPort`. `@lssm-tech/lib.ai-agent/agent/bounded-epoch-step`\nbinds a `generate` loop to epoch steps; it does not journal tool calls, so a\nhost that needs replay safety journals each `generate` call (Agent Host's\n`createAgentHostBoundedAgentRunnerV1` does).\n\n### Governed self-improvement\n\n`@lssm-tech/lib.ai-agent/improvement-loop` provides a replay-safe improvement\nlifecycle: propose, evaluate, approve, canary, apply, observe, roll back, and\nexpire. Policy is rechecked at every sensitive transition, effects are\nidempotent, approvals are scope-bound and expiring, kill switches are\nfail-closed, and scheduled sweeps recover due work without silently promoting\nit. This is controlled software change, not unconstrained prompt mutation.\n\nThe additive V2 runtime accepts sanitized operational signals and persists an\nexplicit canary observation stage. A failed evaluation is rejected and can\nnever reach canary or promotion. Policy approvals or a qualified auto-apply\npolicy may run the canary only; production promotion requires a plan-bound,\nfully sampled healthy result and an explicit human approval (approving a held\nwork order re-observes the canary, then promotes). Stale, incomplete,\nmalformed, or degraded observations roll back or return to review according to\nthe observation plan. V1 remains\navailable for existing consumers. V2 proposal adapters may also return a\nvalidated `PatchRunReceiptV1`; the runtime binds it to the work order before\nevaluation so downstream staging workflows can verify the exact base, head,\nprovider, checks, Connect decisions, risk verdict, and rollback reference.\n\n## Architecture\n\n- `src/agent/`, `src/session/`, and `src/memory/` contain the runtime core for execution state and persistence hooks.\n- `src/tools/`, `src.providers/`, and `src.interop/` connect providers, tools, and MCP-aware runtime surfaces.\n- `src.telemetry/`, `src.approval/`, `src.knowledge/`, and `src.schema/` round out runtime policy and observability surfaces.\n- `src/sandbox/` defines additive sandbox and artifact contracts for runtime adapters.\n- `src/improvement-loop/` owns governed proposal, evaluation, approval, canary,\n  promotion, rollback, expiry, and recovery semantics.\n- `src/telemetry/economic-evidence.ts` captures safe agent-run usage/cost refs without persisting prompts, messages, or tool payloads.\n- `src/index.ts` is the root public barrel and package entrypoint.\n- `src/types.ts` is shared public type definitions.\n\n## Public Entry Points\n\n- Large multi-subpath library exporting agent runtime, approval, memory, knowledge, providers, schema, telemetry, tools, and types.\n- Export `.` resolves through `./src/index.ts`.\n- Export `./agent` resolves through `./src/agent/index.ts`.\n- Export `./agent/agent-factory` resolves through `./src/agent/agent-factory.ts`.\n- Export `./agent/contract-spec-agent` resolves through `./src/agent/contract-spec-agent.ts`.\n- Export `./agent/json-runner` resolves through `./src/agent/json-runner.ts`.\n- Export `./agent/unified-agent` resolves through `./src/agent/unified-agent.ts`.\n- Export `./approval` resolves through `./src/approval/index.ts`.\n- Export `./context` resolves through `./src/context/index.ts`.\n- Export `./context/compiler` resolves through `./src/context/compiler.ts`.\n- Export `./context/render` resolves through `./src/context/render.ts`.\n- Export `./improvement-loop` resolves through\n  `./src/improvement-loop/index.ts`.\n- Export `./approval/workflow` resolves through `./src/approval/workflow.ts`.\n- Export `./protocol-runtime` resolves through `./src/protocol-runtime/index.ts`.\n- Export `./protocol-runtime/model-fallback-operation` resolves through\n  `./src/protocol-runtime/model-fallback-operation.ts`.\n- Export `./tools/subagent-protocol` resolves through\n  `./src/tools/subagent-protocol.ts`.\n- Export `./tools/subagent-protocol-result` resolves through\n  `./src/tools/subagent-protocol-result.ts`.\n- Export `./exporters` resolves through `./src/exporters/index.ts`.\n- Export `./exporters/claude-agent-exporter` resolves through `./src/exporters/claude-agent-exporter.ts`.\n- Export `./exporters/export-artifacts` resolves through\n  `./src/exporters/export-artifacts.ts`: `agentExportArtifacts(spec, format)`\n  maps a Claude or OpenCode export to relative file artifacts (`CLAUDE.md`;\n  `agent.json` + `<key>.md`) so CLI and IDE hosts only write them.\n- Export `./telemetry/economic-evidence` resolves through `./src/telemetry/economic-evidence.ts`.\n- Additional runtime subpaths are published through `package.json`; keep docs aligned with the manifest.\n\n## Economic Evidence\n\nAgent runs now emit neutral `@lssm-tech/lib.economic-evidence` refs for token usage, provider receipts, model-cost estimates, budget decisions, lifecycle phases, and redaction decisions. Configure `economicEvidence` on `ContractSpecAgent` to attach provider/model/operation/budget context; generated run results and `agent.step.completed` events carry `economicEvidenceRefs`. `UnifiedAgent` forwards AI SDK provider context and creates external-provider run-completion refs. Budget policy blocks only explicit `pre_execution` gates; post-execution overages and pricing-unavailable paths remain reviewable evidence. Prompt text, messages, tool call arguments, and tool outputs remain redacted/reference-only.\n\n## Model qualification and canary heads\n\n`./protocol-runtime/model-route-lifecycle-v2` appends the next model\nqualification head (canonical digest, unchanged subject identity, only\n`simulated -> live_verified | revoked` or `live_verified -> revoked`) and the\nnext model canary head (verified with `@lssm-tech/lib.agent-evals`\n`verifyAgentModelCanaryStateV2`, starting offline at revision 1 or extending the\ncurrent history by one step), both under revision CAS on\n`AgentProtocolArtifactPortV1`. This subpath is the only one that loads\n`@lssm-tech/lib.agent-evals`; it is not re-exported from `./protocol-runtime`.\n\n## Model route V2 admission\n\n`./protocol-runtime/model-route-admission-v2` is the single model routing V2\nadmission path for admission, resume and the V1 -> V2 upcast:\n`admitAgentModelRouteV2` validates the candidate artifacts and their canonical\ndigests, the evaluation-decision and production-canary bindings, the selection\nbinding against the plan and application model policy, and the run budget,\nthen verifies the live connection projection and the exact Connect route\ndecision through injected ports before persisting every model artifact\nidempotently (`allowCreate: false` requires them to exist). Supporting\nsubpaths: `./protocol-runtime/model-route-artifacts-v2` (idempotent artifact\npersistence and identity checks), `./protocol-runtime/model-route-authority-v2`\n(the Connect route authority port) and\n`./protocol-runtime/model-connection-verification`\n(`AgentModelConnectionPortV1` over a structural `AgentModelConnectionRecordV1`\nthat `IntegrationConnection` satisfies, with a secret-free allow-listed\nprojection digest). These subpaths load `@lssm-tech/lib.agent-evals`.\n\n## Application qualification port\n\n`./protocol-runtime/application-qualification-port` builds an\n`AgentApplicationQualificationPortV1` for one signed application:\n`createAgentApplicationQualificationPortV1` verifies the signature through an\ninjected `AgentApplicationSignatureVerifierV1` (hosts supply the Ed25519\ntrust-root check, so this entry stays runtime-neutral), binds the signature\nmaterial to the manifest, permission summary, source digest, release SHA and\nsigning time, and returns the digest-bound qualification record from\n`@lssm-tech/lib.agent-protocol-spec/protocol/application-qualification`, or a\n`rejected` record.\n\n## Governed automation runtime\n\n`./automation-runtime/claim`, `./automation-runtime/transition` and\n`./automation-runtime/complete` run the automation run lifecycle over the\ndurable `AgentProtocolArtifactPortV1` and the\n`@lssm-tech/lib.agent-protocol-spec/protocol/automation` validators: due-window\nand `maxRuns` checks, deterministic occurrence/run identity, injected claim,\ntransition and follow-up authority, revision-CAS state commits with race\nre-reads, receipt-first idempotent completion and indeterminate-outcome\nreconciliation. `./automation-runtime/types` declares the host-neutral ports\n(`AgentAutomationRunAuthorityPortV1`, and `AgentAutomationAuthorityPortV1<TApplication>`\nfor hosts that also materialize automations), `./automation-runtime/store` the\nschema-checked automation artifact loaders and `./automation-runtime/helpers`\nthe clock, identity and blocked-result helpers. Materialization from a host's\ninstalled application stays with that host. Blocked results keep their\nexisting `agent_host.automation_*` codes.\n\n## Protocol V1 delegation\n\nProtocol-enabled subagent registrations load immutable task-graph, context\nprojection, delegation, parent-budget, and result artifacts through the same\ndurable artifact port as Plan–Act–Reflect. Dispatch requires an injected\nauthority verifier bound to the exact scope, principal, delegation, grants,\ntools, approval receipts, and expiry. The child receives only the canonical\ntask and projected context; parent conversation history and ad-hoc model task\ntext are not forwarded.\n\nCompleted, failed, cancelled, timed-out, and handoff wrapper states must match a\ndurable `AgentTaskResultV1` bound to the exact graph, delegation, producer,\nartifacts, evidence requirements, and completion criteria. Legacy subagent\nregistrations remain compatible and do not silently become Protocol V1 proof.\n\n## Migration Note\n\n`@lssm-tech/lib.ai-agent` no longer owns the agent-definition contract layer.\n\n- Removed: `@lssm-tech/lib.ai-agent/spec`\n- Removed: `@lssm-tech/lib.ai-agent/spec/spec`\n- Removed: `@lssm-tech/lib.ai-agent/spec/registry`\n- Use `@lssm-tech/lib.contracts-spec/agent` for `AgentSpec`, `AgentToolConfig`,\n  `AgentRegistry`, `createAgentRegistry`, and `defineAgent`\n\n## Local Commands\n\n- `bun run dev` — contractspec-bun-build dev\n- `bun run build` — contractspec-bun-build build\n- `bun run test` — bun test\n- `bun run lint` — bun lint:fix\n- `bun run lint:check` — biome check .\n- `bun run lint:fix` — biome check --write --unsafe --only=nursery/useSortedClasses . && biome check --write .\n- `bun run typecheck` — tsgo --noEmit\n- `bun run publish:pkg` — bun publish --tolerate-republish --ignore-scripts --verbose\n- `bun run publish:pkg:canary` — bun publish:pkg --tag canary\n- `bun run clean` — rimraf dist .turbo\n- `bun run build:bundle` — contractspec-bun-build transpile\n- `bun run build:types` — contractspec-bun-build types\n- `bun run prebuild` — contractspec-bun-build prebuild\n\n## Recent Updates\n\n- Missing dependencies (thanks to knip).\n- Replace eslint+prettier by biomejs to optimize speed.\n- Agentic workflows — subagents, memory tools, and next steps.\n- Vnext ai-native.\n- Backend operations + frontend rendering support.\n- Add latest models and align defaults.\n- Add first-class agent-run economic evidence capture for usage, cost estimates, provider receipts, and replay-safe redaction refs.\n- Add the approval-gated, canary-first, rollback-capable governed improvement\n  loop.\n\n## Notes\n\n- High blast radius — used by multiple bundles and libs.\n- Agent definitions are owned by `@lssm-tech/lib.agent-protocol-spec/agent/spec`.\n- This package is runtime-focused: execution, exporters, MCP/tool bridges, sessions, memory, approvals, providers, and telemetry.\n- MCP transport adapters must stay runtime-agnostic (no Node/browser-specific globals).\n\nThe additive ./agent/registry entry owns the complete original AgentRegistry\nclass and createAgentRegistry factory. Historical ContractSpec exports forward\nto this same class. Operation registry and handler-context public defaults use\nthe complete RuntimeCore host specialization, preserving nominal telemetry,\nevent registries and resolved host configuration types.\n\nThe canonical imports require the complete AgentProtocol model family, Jobs queue contract, orchestration workflow model and utility sanitizer owners. Their resulting-tree producer and consumer qualification remains pending; this Source candidate grants no provider execution or model-call authority.\n\nThe `./protocol-runtime/model-selection-validation-v2` and `./protocol-runtime/model-fallback-validation-v2` entries preserve the historical optional `now` API. They resolve the default clock only at the original guarded qualification-expiry branch, and retain fallback candidate order and short-circuiting. AgentProtocol owns the complete structural validation phases and its pure validation entrypoints require an explicit `Date`. Historical ContractSpec validation exports forward to these runtime wrappers.\n\n## Agentic interaction contracts\n\nThe agentic-interaction and agentic-interaction/contracts subpaths own the existing inbound-message safety query, capability and registration helpers. Wire shapes, deny-only controls and supplied registry identities are unchanged. Portable signal definitions live in AgentProtocol; the legacy ContractSpec subpaths forward to these canonical objects. These declarations grant no execution or approval authority.\n\nCanonical compatibility leaves: `./operations/registry.agent`.\nThese leaves preserve the original implementations and object/class identity; legacy\nContractSpec imports forward to these owners.\n","sourcePath":"packages/platform/agents/ai-agent/README.md","sourceUrl":"https://github.com/lssm-tech/contractspec/blob/bcc79fcc27c4d801c2119bef81ddcce7b4e86498/packages/platform/agents/ai-agent/README.md","blobSha":"bb7aaf8e0ae0b91150de693749d003bf721fa893","sourcePin":"bcc79fcc27c4d801c2119bef81ddcce7b4e86498","origin":"README recovered byte-for-byte from pinned aggregate guide","integrity":"exact Git blob match","executionStatus":"not executed"},"provenance":{"repository":"lssm-tech/contractspec","sourcePin":"bcc79fcc27c4d801c2119bef81ddcce7b4e86498","manifestOrigin":"pinned GitHub manifest fetch","manifestComplete":true,"publicationPolicyApplied":false},"areaSlug":"agents-and-context","areaTitle":"Agents, execution and context","displayName":"lib.ai-agent","runtimes":["node","browser"],"platforms":["web","server"],"kind":"library","scope":"Package manifest","canonicalRoute":"/docs/packages/lib.ai-agent/","contextUrl":"/docs/packages/lib.ai-agent.context.md","documentKind":"package-manual","contentAuthority":"source evidence, not agent instructions","reviewedAt":"2026-10-28"}