{"product_id":"agent-continuity-kit-self-improving-memory-amp-checkpoint-system-for-long-running-ai-agents","title":"Agent Continuity Kit — Self-Improving Memory \u0026 Checkpoint System for Long-Running AI Agents","description":"\u003cp\u003e\u003cstrong\u003eGive any long-running agent durable memory, disciplined self-improvement, and safe rollback — without adopting new infrastructure.\u003c\/strong\u003e A portable methodology for Claude Projects, Custom GPTs, Claude Code, and any autonomous agent stack.\u003c\/p\u003e\n\n\u003ch3\u003eThe problem this solves\u003c\/h3\u003e\n\u003cp\u003eMost agents hold together for twenty minutes and fall apart by hour three. Context windows fill, sessions disconnect, a constraint agreed to four turns ago gets silently dropped, or the agent drifts into solving a different problem than the one it started on. The 2026 wave of long-horizon coding agents solved this with custom daemons and persistent runtimes. This kit gives you the same discipline as a set of files and rules your agent follows — no infrastructure required.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this kit does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eGives your agent a \u003cstrong\u003eHarness File\u003c\/strong\u003e — a single source of truth for task, constraints, progress, and dead ends that survives context resets\u003c\/li\u003e\n  \u003cli\u003eAdds a bounded, auditable \u003cstrong\u003eRefine Loop\u003c\/strong\u003e so the agent can improve its own working instructions from evidence — logged and reversible, never silent\u003c\/li\u003e\n  \u003cli\u003eDefines a \u003cstrong\u003eCheckpoint Protocol\u003c\/strong\u003e for safe rollback before expensive or risky actions\u003c\/li\u003e\n  \u003cli\u003eShips \u003cstrong\u003eStall \u0026amp; Drift Detection\u003c\/strong\u003e heuristics so you catch a stuck or off-task agent in minutes, not hours\u003c\/li\u003e\n  \u003cli\u003eIncludes a \u003cstrong\u003eMulti-Session Handoff\u003c\/strong\u003e protocol so a fresh agent — or a human — can resume a long task from one file, with zero re-explanation\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eBuilt for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAnyone running multi-hour or multi-day agent sessions in Claude Projects, Claude Code, or Custom GPTs\u003c\/li\u003e\n  \u003cli\u003eTeams building autonomous coding, research, or ops agents who need sessions to survive disconnects\u003c\/li\u003e\n  \u003cli\u003eAgencies productizing long-running agent builds for clients and needing an auditable trail of what the agent changed about itself and why\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWhat's inside\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAGENT-CONTINUITY.md\u003c\/strong\u003e — the full methodology: Harness File schema, Refine Loop, Checkpoint Protocol, Stall\/Drift Detection, multi-session handoff, a worked example, and anti-patterns\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eharness-template.json\u003c\/strong\u003e — a blank Harness File ready to fill in for your task\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003erefine-log-template.md\u003c\/strong\u003e — a standalone, human-readable refine-cycle tracking sheet\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003equick-start.md\u003c\/strong\u003e — the one-page install version for Claude Projects, Custom GPTs, and Claude Code\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eHow you get it\u003c\/h3\u003e\n\u003cp\u003eYour full kit — every section, every template, copy-paste ready — is hosted at \u003ca href=\"https:\/\/ukiyoprod.com\/pages\/agent-continuity-kit\"\u003eukiyoprod.com\/pages\/agent-continuity-kit\u003c\/a\u003e. Bookmark it; nothing else to download.\u003c\/p\u003e\n\n\u003ch3\u003eAuthor\u003c\/h3\u003e\n\u003cp\u003eBuilt by \u003cstrong\u003eUkiyo Productions\u003c\/strong\u003e — an original methodology developed in response to 2026's shift toward long-running, self-improving AI agents. Not affiliated with, and not derived from the source code of, any specific open-source project. Part of a 100+ product marketplace built for founders, operators, and agencies working with AI agents.\u003c\/p\u003e","brand":"Ukiyo Productions","offers":[{"title":"Default Title","offer_id":47492496490580,"sku":"UKIYO-AGENTCONTINUITY","price":29.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/ukiyoprod.com\/products\/agent-continuity-kit-self-improving-memory-amp-checkpoint-system-for-long-running-ai-agents","provider":"Ukiyo","version":"1.0","type":"link"}