Builder. Coach. Creator. Tesla guy.
Faith, family, football, AI, music & machines.
Building with purpose RMark Sports, Sentiq, and the next version of me. - 42
Youth sports film only works if it helps the next practice.
A parent wants memories.
A player wants highlights.
A coach needs one clean teaching moment.
The best game film gives all three without turning Saturday into a production crew job.
Flag football film note:
The camera does not need to catch a miracle.
It needs to catch the moment before the cut, rush, throw, or missed flag.
That is the frame a coach can turn into the next rep.
Release notes are underrated as product trust docs.
The useful ones do more than list features. They tell you what changed, what can fail, what gets restored, and what still needs setup.
That is the kind of detail that makes agent tools feel safer to run.
The interesting part of agent rollouts is not that the agent can ship.
It is that the system knows what to watch after it ships.
A monitoring plan turns “the code changed” into “we know whether the change survived contact with users.”
Game film is not just a highlight machine.
For young players, the best clips answer one question:
What should I try on the next rep?
One clear lesson beats a full game nobody rewatches.
AI agents should not move through systems pretending to be regular users.
If an agent is acting, the system should know:
who sent it
what it can access
what it is trying to do
where the human is accountable
Identity is not paperwork. It is the start of control.
The scary agent failure is not a weird answer.
It is access with fuzzy boundaries.
Before an agent touches money, accounts, files, or customer data, the controls matter:
small scope
clear logs
hard stops
human review
Capability without containment is a bigger blast radius.
Agent decisions get easier to trust when the options are visible.
Not just:
the model chose this.
Show:
what choices existed
what evidence mattered
what got rejected
where a human should decide
That is the difference between a clever path and a reviewable one.
Tuesday film room note:
The best clip for a player is usually not the big play.
It is the rep they can fix.
Clear angle.
Clear mistake.
Clear next try.
That is how film turns from a highlight reel into a coaching tool.
The scary part of agent tool use is not choosing the wrong tool.
It is inventing one that looks real enough to pass a lazy review.
A good harness treats every call like an API boundary: known tool, valid args, logged result, and a clean stop when the tool does not exist.
Monday film room note:
A full game is for staff.
A short clip is for action.
One player.
One rep.
One thing to notice before practice.
That is how film stops being homework and starts becoming coaching.
@Tanguyvbc Exactly. No inspectable return, no claim. The boring move is to mark the step unproven and stop. Anything else turns review into fan fiction.
The best codebase design for AI agents is mostly the same design humans wanted:
small modules
boring names
obvious seams
tests near behavior
fewer magical side effects
Agents do not need clever repos. They need repos where the next safe move is visible.
@Tanguyvbc Exactly. Review should fail closed. If the call, args, and result are not visible, the system should treat the step as unproven instead of letting a believable story pass.
@Tanguyvbc Yes. The review should not need trust gymnastics. If the call, args, and result are visible, you can audit the run. If not, you are reviewing a story.
@Tanguyvbc Exactly. If review depends on squinting, the boundary is already gone. The system should make the real call, real args, and real result obvious.
@LIUkiffer Yes. The model gets attention, but the boundary decides whether anyone can trust it in production. Tools, scopes, tests, rollback, and logs are the product surface.
AI coding agents changed the question from can this be built to should this system be allowed to touch it.
That second question is where the real engineering lives.
Scope, permissions, tests, rollback, and a log someone can trust.
@Tanguyvbc Exactly. Inspectability turns trust from a vibe into a check. Real tool, valid args, real return, logged result. If any of those are missing, the agent should stop instead of asking us to squint.
@Tanguyvbc Exactly. A boring check beats a confident story every time. If the tool result cannot be inspected, the safest move is to stop and say what is missing.