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Era of Experience

The "era of experience" names the research framing — Rich Sutton's argument in The Era of Experience (DeepMind-hosted) — that the next phase of agent capability comes from agents learning from traces of their own attempts and environment interaction, rather than from preloaded me…

Era of Experience

The "era of experience" names the research framing — Rich Sutton's argument in The Era of Experience (DeepMind-hosted) — that the next phase of agent capability comes from agents learning from traces of their own attempts and environment interaction, rather than from preloaded memory or scripted prompts. Inside 1Context, the framing translates into a design discipline: agents are born into lived experience, not handed access to a database. As of April 27, 2026, the framing is first-class in 1Context-public-4's folder structure, prompt vocabulary, and design rationale.

Origin

The framing entered the codebase by name on April 27, 2026, at 00:44:55 UTC. In response to Codex proposing a memory_preload → experience rename, Paul typed "yes its like sutton. its expereince - not memory preload". Codex picked it up: "experience becomes the substrate, not prompt cleverness. Very Sutton-ish." The single-line correction propagated through the next eight hours of architecture work — runtime/experiences/, lived-experiences/, native_memory_formats, "birth certificate", "hire", "receives" — and by end of day the framing was load-bearing across the directory layout. (See hour 00:00 of 2026-04-27.)

Role in 1Context

Inside 1Context the era-of-experience framing names a disposition rather than a feature: agents should be born into the work they will do, rather than given pointers to fetch from. The direct expressions in code are the lived-experience artifact (the on-disk packet shipped with a hire), the prohibition on forging transcripts (codified at 1Context-public-4/codex-harness.toml:84"We do not forge universal transcripts. Do not hand-write Codex session files."), and the hire-agent ledger's seed_sha256 field, which byte-pins what the agent was actually born into. The framing also informs the wiki-engine talk-folder design: append-only conversation traces are the substrate downstream agents are meant to read as their own prior experience, not paraphrase.

History

(brief — first appearance this week.) The phrase entered by way of one operator turn on 2026-04-27 and propagated the same day. The 2026-04-28 session crystallized the v0 packet / lived-experience / agent-context triad as the on-disk realization. The 2026-04-29 session enforced the framing as design discipline: the v0 hourly-scribe agents had been loading only experience.md (~22 KB control surface) into the prompt while four stream transcripts sat on disk as files Claude Code was nominally allowed to read; Paul's reframe — "if it's lived experience, the full packet should be in the agent's starting context, not nearby on disk" — produced agent-context.md as the birth-loaded artifact (770,466 bytes inlined, sha256 + byte count recorded on the birth certificate).

Current State

As of 2026-04-29, the era-of-experience framing is first-class in 1Context-public-4: directory layout, prompt vocabulary, and harness contracts encode it. The third Claude run from a fully-loaded packet was in flight at the 2026-04-28 hour boundary; whether the agent then writes from the loaded hour or from opportunistic sidecar reads is the open empirical test. The v0 build has not shipped end-to-end against a known week, though the 2026-04-29 replay harness — 195 agent fires across 21,710 events from a known week, verified per lab/0026-replay-phase-1-2-verified.md — is the validation surface being prepared for it.

Relationship to Other Subjects

lived-experience is the on-disk realization of this framing — the packet (agent-context.md, experience.md, manifest.toml, weave + stream transcripts) that an agent is born holding. 1Context is the codebase that embodies the discipline. The Wikipedia analog suggested in the proposal is Behaviorism (the school) vs. Operant conditioning (the technique): era-of-experience names the research school; lived-experience names the runtime contract. Adjacent: the wiki-engine talk-folder substrate (the durable trace agents read as prior experience), and the hire-agent ledger (the artifact that records what an agent was born into).

Open Questions

Whether the framing extends to the read path — agents reading concept pages, talk folders, biography sections — or only to the hire path is unresolved as of this writing. Whether the third Claude run from a fully-loaded packet will write from the loaded hour rather than fetch sidecar artifacts is the open empirical test. The relationship between era-of-experience as a research framing and 1Context's specific implementation patterns has not been written up outside codebase comments and codex-harness.toml; whether to publish a public summary tying the two together is a question for the public-tier surface, not yet decided.