The neural network underneath everything else: text goes in, text comes out, and it remembers nothing between calls beyond what is sent to it again. Everything this site describes is machinery arranged around that one fact.
Glossary
The words, before they are used on you. In reading order rather than alphabetical — each one stands on the ones before it, so ten minutes here reads as one story: a model, a loop around it, a program running the loop, and a record of what happened.
orchestrator · conductor — plan · limits · gates · record
- model
- token
The unit a model reads and writes in — a short fragment of a word — and therefore the unit everything is billed in. Every cost figure on this site is, underneath, a count of these.
- context window
How much a model can hold in front of itself at once, measured in tokens. Everything the agent knows on a given turn has to fit in it, is re-sent on every turn, and is paid for on every turn — which is why so much of the engineering here is about deciding what deserves the space.
- agent
A model run in a loop with tools: it reads, acts, sees what its action did, and acts again until something stops it. The model does the reasoning; the loop is what makes it an agent.
- harness
The program wrapped around the model that runs that loop — feeding it files and tool results, applying its edits, carrying its history. When a coding agent edits your repository, the harness is the thing actually touching the disk.
- harness thinking
The working idea this whole guide is organised around: the engineering that decides whether agent work can be trusted lives in the harness and the rings outside it — what the model is handed, how its claims are checked, what gets written down — not inside the model. The model is the one part you did not build.
- orchestrator
The layer above the agents: it decides what gets worked on next, starts and stops sessions, enforces the limits, runs the gates and keeps the record. Conductor, the tool whose record this site publishes, is one.
- session
One continuous stretch of an agent working — from being handed a prompt to finishing, hitting a ceiling, or being stopped. The session is this site's unit of account: costs, outcomes and durations are all recorded per session.
- run
The whole undertaking: one plan carried out across however many sessions it takes, over hours or days, surviving restarts. A run is what leaves a record worth publishing.
- plan
A declarative file stating the work before any of it starts: the stages, the checkpoints inside them, the gates that verify, the limits on money and tokens. The orchestrator enforces what is written rather than re-deciding it.
- checkpoint
One deliberate break-point in the plan — a piece of work small enough to finish, verify and record before moving on. The tracker's table of checkpoints is the run's contract, and "done" is claimed by the agent but only confirmed by the engine.
- gate
A command with an exit code, run by the orchestrator to check the work — a build, a test suite, a linter. It passes or it does not, and no one asks the agent's opinion. Everything else is an opinion with a schedule.
- ceiling
The cap on what one session may spend, set in tokens. The nudge — the polite request to wrap up as the ceiling approaches — is its cooperative half, and whether agents actually honour it is one of this site's measured questions.
- rollover
A session that hit its ceiling with the work unfinished, its remainder handed to the next session. Cheap when the record survives the boundary; expensive when it does not.
- handover
The note one session leaves for the next: what was done, what is left, what to watch for. Continuity between sessions is written, not remembered — nothing else survives the boundary.
- evidence
An artifact recorded to prove a claim — a log, a screenshot, a figure recomputed from the store. On this site the rule is structural: prose names an evidence key and the build fetches the value, so a number can never be typed into a sentence.
- owner
The human the machine stops for. An owner gate is a place the run pauses on purpose and says exactly what it is waiting for and what would clear it — which is what "human in the loop" means once it is a mechanism rather than a slogan.
The market's words
The ten concepts go by other names in job ads and vendor pages. Each line below is the same idea; the link is the heading it lives under here.
- AI-native development · autonomous software engineering · agent-driven development · harness thinkingAgentic engineering
- agent workflows · agent swarms · planner-executor architecturesMulti-agent orchestration
- context management · prompt engineering at scale · context window managementContext engineering
- context budgets · LLM cost engineeringToken economics and context budgets
- acceptance criteria · LLM evals · quality gates · definition of doneEvals, gates and acceptance
- guardrails · AI safety rails · trust but verify · the verifier patternIndependent verification
- workflow orchestration · checkpointing · crash recovery · resumable workflows · long-running agentsDurable execution and resumability
- HITL · human oversight · approval workflows · escalation policyHuman in the loop
- LLM observability · agent tracing · run telemetry · cost attributionAgent observability
- long-term memory · persistent context · session continuity · lessons learnedAgent memory