sleepy

prediction markets × ai

dm always open...

[sleepy @sleepyjky]

your agent is not a loop

a loop answers only one question: should the system run again

production agents need two more answers: where should execution go, what is execution allowed to change

LOOP vs GRAPH vs HARNESS ENGINEERING

LOOP ENGINEERING CONTROLS REPETITION
- it decides whether another turn is justified by new evidence
- it owns progress checks, evaluator thresholds, retries, budgets, backoff and exits

if the same state keeps consuming turns, the loop is spending without moving

make work durable, measurable and finite
make retries, schedules and run history visible

GRAPH ENGINEERING CONTROLS DIRECTION
- it decides which state is legal next and what context crosses the transition
- it owns routing, branches, joins, checkpoints, recovery and resumability

if a correct action lands in the wrong node, the loop cannot save the run

make state transitions explicit
inspect topology without involving the model

HARNESS ENGINEERING CONTROLS PERMISSION
- it decides which tools, effects and secrets execution may touch
- it owns scope, isolation, approvals, eval gates, traces, rollback and human interrupt

if the right workflow causes the wrong effect, another retry makes it worse

isolate generated execution
test behavior before production becomes the evaluator

LOOP answers should we continue
GRAPH answers where do we go
HARNESS answers what may we change

your agent is not a loop. it is a control volume with three different owners

save this before adding another retry

[seeco @seeconvm]

https://t.co/mm6Jy6Ofzu

[sleepy @sleepyjky]

i basically built Claude a whole company

42 skills laid out like an org chart, and every department actually does something

DEVELOPERS

- Superpowers
- Context7
- Skill Creator
- MCP Builder
- Webapp Testing
- Claude-Mem

DESIGNERS

- UI UX Pro Max
- Taste
- Frontend Design
- Transitions
- Web Artifacts
- Brand Guidelines

MARKETING
45 skills covering copywriting, SEO, lead magnets, full campaigns

SOCIAL MEDIA
17 skills for posts, reels, thumbnails, content pipelines

FINANCE
8 skills for statements, reconciliation, audits

SMALL BUSINESS
31 skills for cash flow, payroll, invoicing, day-to-day ops

LEGAL
9 skills for contracts, NDAs, compliance

this is not a prompt pack. not a wrapper on top of a wrapper

it's an actual operating system running on top of Claude. each department pulls the weight a real hire would

got other skill repos worth folding in? send them over, building a v2

[sleepy @sleepyjky]

@meekybillz @cartyisme getting all 33 doesn't guarantee a spot tho, thats pure hopium unless they say it outright

[sleepy @sleepyjky]

@badboyszn03 so mainnet is actually close

not just another testnet tease

[sleepy @sleepyjky]

@_littlefavour @SyndicateGameHQ touching grass is temporary

capo gains are forever

[sleepy @sleepyjky]

@0xaman_ @ImPushingSOL @blknoiz06 the bagworker recognition is a solid move

most communities just farm engagement without giving anything back

[sleepy @sleepyjky]

@refibikc that feeling when the to-do list is longer than your wallet balance

[sleepy @sleepyjky]

@mino_147 honestly the best part is not seeing the same copy-paste gm in every notif

feels more like actual conversations now

[sleepy @sleepyjky]

@sergeo_n 20 prompts deep and the AI has already moved on emotionally

[sleepy @sleepyjky]

i basically built Claude a whole company

42 skills laid out like an org chart, and every department actually does something

DEVELOPERS

- Superpowers
- Context7
- Skill Creator
- MCP Builder
- Webapp Testing
- Claude-Mem

DESIGNERS

- UI UX Pro Max
- Taste
- Frontend Design
- Transitions
- Web Artifacts
- Brand Guidelines

MARKETING
45 skills covering copywriting, SEO, lead magnets, full campaigns

SOCIAL MEDIA
17 skills for posts, reels, thumbnails, content pipelines

FINANCE
8 skills for statements, reconciliation, audits

SMALL BUSINESS
31 skills for cash flow, payroll, invoicing, day-to-day ops

LEGAL
9 skills for contracts, NDAs, compliance

this is not a prompt pack. not a wrapper on top of a wrapper

it's an actual operating system running on top of Claude. each department pulls the weight a real hire would

got other skill repos worth folding in? send them over, building a v2

[seeco @seeconvm]

https://t.co/mm6Jy6Ofzu

[sleepy @sleepyjky]

Claude just built a playable GTA-style game in hours

No studio

No team

Just AI turning an idea into a playable world

Detailed interiors, interactive buildings and realistic animations

The gap between "I have an idea" and "I have a game" is shrinking fast

Most people won't realize what changed until everyone is building like this

Bookmark this

[sleepy @sleepyjky]

A 22-year-old made an AI girlfriend as a joke

3 weeks later it had made $5,684

He used AI to create the content

TikTok brought the audience

One video hit 2.3M views

54k followers in 5 days

Then he opened a Fanvue account

569 people subscribed at $9.99/month

Sometimes the joke becomes the business

Bookmark this

[Bober_smart @Bober_smart]

https://t.co/OwsFmXOLGQ

[sleepy @sleepyjky]

Claude just built a playable GTA-style game in hours

No studio

No team

Just AI turning an idea into a playable world

Detailed interiors, interactive buildings and realistic animations

The gap between "I have an idea" and "I have a game" is shrinking fast

Most people won't realize what changed until everyone is building like this

Bookmark this

[wluha @cryptowluha]

https://t.co/S1juegIYT7

[sleepy @sleepyjky]

Apple just showed 10 AI agents running locally on a Mac

No cloud

No API keys

No usage bill

One agent writes code

Another tests it

A third fixes bugs

All running in parallel on the same machine

Most people still rent AI by the month

Apple is pushing a future where the hardware owns the workload

Bookmark this before local agents become the default

[Noisy @noisyb0y1]

https://t.co/SiLgg1q9E2

[sleepy @sleepyjky]

Anthropic researchers aren't talking about prompts anymore

They're talking about loops

One team member revealed how models improve their own work

That's the workflow

Not better prompting

Better feedback loops

The model verifies its own output and keeps improving

Bookmark this before loops become the default AI workflow

[Movez @0xMovez]

https://t.co/OMBzNQETKM

[sleepy @sleepyjky]

A kid from my school made $200,000 from one TikTok

Not an agency

Not a huge store

Just caps

One product

One video

12,000 orders hit in minutes

While he was standing in a mall drinking a smoothie

Most people think ecommerce is complicated

His entire business fit into one afternoon

Bookmark this before someone copies it

[Raytar @Raytar]

https://t.co/AgSbMKXR0Z

[sleepy @sleepyjky]

@psanix @Polymarket the $4.82 trade gets attention. the order placement process is probably where the money was made

[sleepy @sleepyjky]

A 52% signal can beat a 70% signal

A single 52% signal is barely usable

50 independent 52% signals is a different game

Stack them
Weight them
Aggregate them

The noise cancels

The edge survives

Retail traders hunt for one perfect signal

Quants combine dozens of imperfect ones

That's the difference

Bookmark this before you spend another year looking for the holy grail

[Roan @RohOnChain]

https://t.co/kxpYUymKmq

[sleepy @sleepyjky]

@w1nklerr the lockup details matter way more than the headline valuation if those numbers are accurate

[sleepy @sleepyjky]

@APompliano seller exhaustion is one of those signals that only looks obvious in hindsight