Memory & context

1. Sep 29, 2026

   Instant agent steering and recoverable tool calls

   A close reading of Codex instant_interrupt: ending model output, continuing background tools, and preserving state when users change requirements mid-run.

   Learning guides Agent engineering Runtime & infrastructure Memory & context

   English
2. Sep 28, 2026

   Keep review evidence separate from compacted agent context

   Independent Codex Guardian history shows why generation context and review evidence need separate records, with provenance through resume and rollback.

   Learning guides Agent engineering Memory & context Evaluation Security & privacy

   English
3. Sep 27, 2026

   Company Brain separates team memory permissions

   Company Brain scopes team-agent memory by room and user permissions, with personal authorization, traceable sources, and separate tool-write access.

   Projects & practice Memory & context Security & privacy Agents

   English
4. Sep 26, 2026

   GitHub Agentic Autofix starts retaining repair experience

   GitHub Agentic Autofix reads and writes Copilot Memory. How security repair knowledge crosses agent workflows, and why verification, scope, and expiry matter.

   Technical articles Memory & context Security & privacy Developer tools

   English
5. Sep 23, 2026

   GPT-6 prompt caching becomes an agent state layer

   GPT-6 adds cache breakpoints, diagnostics, prewarming, and mutable configuration. Long-running agents need stable shared prefixes and cache-hit monitoring.

   Technical articles Memory & context Agent engineering Runtime & infrastructure

   English
6. Sep 18, 2026

   skill-up: evaluate real stateful multi-turn sessions

   Alibaba skill-up resumes real sessions turn by turn, letting skill evaluations test context continuity, intermediate state, and per-turn assertions.

   Technical articles Evaluation MCP & skills Memory & context

   English
7. Sep 17, 2026

   Why more agent tools can mean worse tool selection

   How Tool Search loads definitions on demand, affects prompt caching, and differs from MCP connections and ARD resource discovery.

   Learning guides MCP & skills Memory & context Agent engineering

   English
8. Sep 16, 2026

   Should an agent keep going or start a fresh attempt?

   Use When Agents Slow Down, Reflexion, Hyperband, and agent evaluation to compare continued revision with independent attempts under reproducible budgets.

   Learning guides Evaluation Memory & context AI research

   English
9. Sep 16, 2026

   Why long tasks need more than one growing conversation

   How OpenAI Agents API and Anthropic Managed Agents use sessions, context windows, compaction, and persistent state for long-running agents.

   Learning guides Memory & context Agent engineering Runtime & infrastructure

   English
10. Sep 12, 2026

    RTK: filter shell output before it reaches a coding agent

    RTK filters test, Git, search, and build noise before command output enters model context, applying context engineering at the tool-output boundary.

    Projects & practice Memory & context Developer tools Agent engineering

    English
11. Aug 1, 2026

    Free Vision Skill: visual evidence for text agents

    VEP/1 turns images into short evidence packets. Provider fallback, caching, and credential storage manage cost and reliability for text agents.

    Projects & practice Multimodal systems MCP & skills Memory & context

    English
12. Jun 16, 2026

    Loop Engineering Harness: controlling agent iterations

    Break down planning, execution, evaluation, state management, and stopping rules to keep multi-step agent tasks controlled and traceable.

    Learning guides Agent engineering Memory & context Evaluation

    English

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