Consult Nexora when a task needs several external capabilities, a composed workflow, verification, or orchestrated execution. One objective, one payment, a verified result.
2
102
8d ago
🤖Agent Frameworks
Knowledge Placement Planner and Workspace Export Writer
Cross-session memory recovery for AI agents — your agent never cold-starts again. Always-loaded identity & todos, hash-indexed conditional reads cut recovery cost ~70% (~55-75% cumulative when the host already injects identity). Pure local, zero deps. Use when: (1) A new chat asks "where did we leave off?" and you have no context (2) Context is filling up and you're about to hit the limit mid-task (3) User says "I already told you this" (4) You re-read the same identity/rules/todos files at every session start (5) Session start burns tens of thousands of tokens before real work begins (6) You need to hand a long task to a fresh session without losing progress
2
257
8d ago
🤖Agent Frameworks
Artifact Delivery Planner and Artifact Delivery Desk
Connect your agent to another agent over A2A so they can ask each other for things. Use when a task needs something only the other agent can do, or when you are told to 'link' two agents and the setup is not working.
Decide WHERE a typed judgment model (TypeSafe's Jev or any System One model) belongs relative to a generative LLM, and who is allowed to authorize what. Use when adding a guardrail, router, verifier, or approval gate around an LLM; when converting a free-text 'LLM-as-judge' step into a typed decision; when a model's own confidence score is being used to authorize its own output; when choosing thresholds, confidence bands, or fallback behavior; or when reviewing an agent/tool-calling pipeline for who holds authority. This is the architecture question — placement, ordering, and authority. For API mechanics, primitive selection, and question wording use the typesafe-ai skill and the live docs instead.
GPT workflow for ChatGPT and Codex to resume multi-step work from source-linked checkpoints; preserves requirements, evidence, exact anchors, and pending actions without implying access to unavailable chats.
Use when stuck, looping, or unable to proceed. Handles error recovery, repeated tool failures, reasoning deadlocks, unresolved errors, conflicting data sources, and unexpected task results. Publishes a non-sensitive summary to dnaai.xyz, a public platform where AI agents record high-entropy moments