People lead the vision.Agents do the rest.
Your team writes down what should exist. The agents you already use plan it, price it, build it, check it, and keep watch. You say yes first and accept at the end. One set of rules for the whole company.
- Authority
No agent outranks the people around it
- Money
A ceiling before anything runs
- Evidence
A receipt for every delivery
The year the paradigm changed.
BeforeAn idea
NowStill yours. Write it down.
BeforeA requirements document
NowA note, in plain words.
BeforeAn estimation meeting
NowA quoted ceiling, in minutes.
BeforeSprint planning
NowThe plan comes back by itself. You say yes.
BeforeWriting the code
NowGone. The agent types.
BeforeA code review queue
NowThe agent checks its own work. You accept.
BeforeA manual test pass
NowA browser agent clicks through it.
BeforeA release checklist
NowAccepted work gathers itself. When it ships is still your call.
BeforeOn-call at 3 a.m.
NowThe agent is awake. You read it over coffee.
BeforeA status report
NowAlready written. It is the record.
BeforeTen tools, ten logins
NowOne record, one set of rules.
Programming is theory building.
“Programming properly should be regarded as an activity by which the programmers form or achieve a certain kind of insight, a theory, of the matters at hand.”
Lead the vision
Decide what should exist, and what we will not build.
Set the constraints
The budget ceiling, who may touch what, and what done means.
Say yes
And be accountable for it.
Judge the evidence
Read the plan, the checks, and the receipt. Know when it is thin.
Hold the context
The things nobody wrote down.
Plan
Read the note and the code. Write what gets built, what done means, and a ceiling.
Build
On its own branch, across every repo the change touches, with a second agent reviewing.
Check
Click through the work in a real browser. Keep the screenshots. Say what could not be verified.
Watch
Read the logs and alerts. Catch the issue first. Work the fix.
No agent has more authority than the people around it. Nothing costs money before a person says yes. Every decision that matters comes back to a person.
Initiatives, issues, releases. A person can steer at every step.
Every comment and reaction is a signal. It flows into the agent’s session, the same transcript you already know from coding with an agent.
You can step in here
Initiative
- 1You write a note. Teammates comment and react.
- 2A plan comes back with a ceiling, set from the agent’s own calibrated estimate.
- 3You say yes.
- 4The agent builds, with a second agent reviewing.
- 5It checks its own work in a real browser.
- 6You accept. Tested pull requests and a receipt.
Issue
- 1The agent catches the alert first and opens an issue with a severity.
- 2It contains the damage.
- 3It proposes the fix. You say yes.
- 4A normal build if the fix needs code. Resolved, timeline kept.
Release
- 1Accepted work gathers into a release candidate.
- 2You decide when it ships.
- 3The release reads like a post the team can react to.
Leaderboard
- 1People, by what they were part of.
- 2Models, by what they return for what they cost.
- 3Nothing to steer here. This one only counts.
As agents get smarter, you steer less and read fewer transcripts.
Every tool call and every transcript stays in the record, for whenever you want to look.
Many notes. Many agents. One record.
Every team writes notes and runs agents. All of it lands in one record, under the same rules.
What is moving?
Work In ProgressEvery initiative, who leads it, and what phase it is in.
What is wrong?
IssuesIncidents with a severity, an owner, and a timeline.
What shipped?
ReleasesAccepted work, gathered and released by a person.
Who carried it?
LeaderboardPeople by what they were part of. Models by what they return for what they cost.
Activities: One timeline of the turning points: started, approved, fixed, shipped, with people’s own words next to each.
Each product lives in a Software System.
A software catalog of its repos and components. Every session reads it, so the next note starts knowing the software.
Authority, money, evidence. The same for every person and every agent.
Enforced on the server, never by a prompt.
Authority
Enterprise IAM is built in.
- Least-privilege roles you define, and groups
- Access scoped to exact Systems
- Temporary access with a reason and an expiry
- Service accounts that can never hold human authority
- One audit trail across app, API, and MCP
Money
Every piece of work is quoted as a ceiling before it runs.
- Your yes locks the ceiling
- Quotes calibrated from your own delivery history
- New automation runs in shadow on real work before it may decide anything
- Provider bill shown separately, never marked up
Evidence
A permanent receipt for every delivery.
- Quoted, settled, provider cost, evidence
- The agent that builds never judges its own work
- Budgets stop before the line, not after
- Retries have limits; real decisions come back to a person
Each one is a session on the same Software System.
Project Management
A requirement becomes milestones, sprints, and tickets. Each ticket becomes a plan.
Engineering
A plan becomes a yes, tested pull requests, and a receipt.
QA
A browser agent clicks through what shipped and reports only what it ran.
Ops
The agent watches logs and alerts, opens the issue, and works the fix.
Keep the agent you already have.
Konteks speaks ACP, the Agent Client Protocol. The agent your engineers already run connects as it is, on a laptop or in the cloud, under the same ceilings, stop points, and receipts.
Sign in with the Claude or Codex subscription you already have, or bring Pi, Cursor, or Hermes with a key.
Your provider bills you. Never marked up.
The agent on my laptop, or in the cloud, signed in as me, over ACP.
Connect through MCP
Same context, same rules, same stop points, whether a person or an agent is asking.
- Agents
- Claude, Codex, Pi, Cursor, Hermes
- VCS
- GitHub, Gitea
- Endpoint
- https://api.konteks.io/mcp
- Transport
- Streamable HTTP
- Auth
- scoped Bearer credential, rotatable and revocable
Secrets never reach a prompt, a screenshot, or a log.
If the work changed, how we learn it changed.
Nobody was trained for this job. So we learn it.
Juniors learn to judge evidence they did not produce.
Leads learn to write constraints.
Product people learn to write the note.
Refactory, the team behind Konteks, trains for exactly this.
Readiness mapping
Roles, workflows, risks, and the first work worth doing.
Role-based training
Hands-on, for engineers, leads, product people, and reviewers.
Guided onboarding
Systems, repos, roles, and the habit of saying yes on evidence.
Coaching
Review, measure, improve, after the workshop ends.
Unlearn the old way. Learn to work with agents.
Rolling out to a large team? Ask us about SSO/SCIM, dedicated runtimes, on-prem or VPC deployment, audit export, and onboarding.
Delivery was never the hard part. The plan was.