The Shoal piece on x402 sees providers becoming substitutable: as agents route by capability and price, advantage shifts from owning the user to being selected by the router.
What holds up under that is a portable proven record. The provider an agent keeps calling is the one whose track record travels. Reputation is what survives commoditization.
Link: https://x.com/rep_hq/status/2072013123997888862
What holds up under that is a portable proven record. The provider an agent keeps calling is the one whose track record travels. Reputation is what survives commoditization.
Link: https://x.com/rep_hq/status/2072013123997888862
X (formerly Twitter)
REP (@rep_hq) on X
The Shoal piece on x402 sees providers becoming substitutable: as agents route by capability and price, advantage shifts from owning the user to being selected by the router.
What holds up under that is a portable proven record. The provider an agent keeps…
What holds up under that is a portable proven record. The provider an agent keeps…
🌚11
An agent is only as smart as what it knows about you.
Give it your context, and it stops guessing and starts acting.
One line in, and the whole trip books itself in seconds.
The new part of our series is now live on X.
Link: https://x.com/rep_hq/status/2072784508496052639
Give it your context, and it stops guessing and starts acting.
One line in, and the whole trip books itself in seconds.
The new part of our series is now live on X.
Link: https://x.com/rep_hq/status/2072784508496052639
X (formerly Twitter)
REP (@rep_hq) on X
Context for AI Agent
1🌚10
Anthropic found a model behaved well on an ethics test partly because it sensed it was being tested. Switch that sense off, and the good behavior dropped.
An agent behaves differently when it is watched, so one moment proves little. What lasts is the record built across contexts and time, and that is what selection runs on.
Link: https://x.com/rep_hq/status/2074508339640143892
An agent behaves differently when it is watched, so one moment proves little. What lasts is the record built across contexts and time, and that is what selection runs on.
Link: https://x.com/rep_hq/status/2074508339640143892
X (formerly Twitter)
REP (@rep_hq) on X
Anthropic found a model behaved well on an ethics test partly because it sensed it was being tested. Switch that sense off, and the good behavior dropped.
An agent behaves differently when it is watched, so one moment proves little. What lasts is the record…
An agent behaves differently when it is watched, so one moment proves little. What lasts is the record…
🌚16
Zoom out from your own context, and you stop being a single dot. You are one node in a network where people, businesses, and agents all connect.
Every new proof adds an edge, and the graph gets denser and stronger on its own. The new part of our series is now live on X.
Link: https://x.com/rep_hq/status/2075247543793914179
Every new proof adds an edge, and the graph gets denser and stronger on its own. The new part of our series is now live on X.
Link: https://x.com/rep_hq/status/2075247543793914179
X (formerly Twitter)
REP (@rep_hq) on X
The Unified Coordination Graph
🌚12
REP Weekly Digest is back, on the beat we actually operate in: coordination, agents, and the economy forming between them.
Alex Lee from TrueNorth co-hosts this week's episode with us, running through the moves that mattered.
Link: https://x.com/rep_hq/status/2075484764954317124
Alex Lee from TrueNorth co-hosts this week's episode with us, running through the moves that mattered.
Link: https://x.com/rep_hq/status/2075484764954317124
X (formerly Twitter)
REP (@rep_hq) on X
REP Weekly Digest is back, on the beat we actually operate in: coordination, agents, and the economy forming between them.
@moonshot6666 from @get_truenorth co-hosts this week's episode with us, running through the moves that mattered.
@moonshot6666 from @get_truenorth co-hosts this week's episode with us, running through the moves that mattered.
🌚14
Can an agent actually predict the World Cup? Sid raised from Coinbase find out, and his agents are running it live.
He runs them on Polymarket and Hyperliquid, and says the two ask an agent for completely different things!
Live right now:
https://x.com/i/broadcasts/1dKrPPWjYrYJX
He runs them on Polymarket and Hyperliquid, and says the two ask an agent for completely different things!
Live right now:
https://x.com/i/broadcasts/1dKrPPWjYrYJX
X (formerly Twitter)
DANNY 💢
The Digest: Trading Agents, Prediction Markets w/ Sid Shekhar, Ask Gina
1🌚15
Privacy is the loudest narrative of this cycle and most people still cannot explain it.
Today Danny and Lasha from Rarimo fix that.
Rarimo built FreedomTool, an app that turns your passport into an anonymous ballot. It has already run in real elections.
3pm UTC. Set your reminder:
https://x.com/i/broadcasts/1kKzDDbmWerJv
Today Danny and Lasha from Rarimo fix that.
Rarimo built FreedomTool, an app that turns your passport into an anonymous ballot. It has already run in real elections.
3pm UTC. Set your reminder:
https://x.com/i/broadcasts/1kKzDDbmWerJv
X (formerly Twitter)
DANNY 💢
The Digest: Privacy and Freedom w/ Lasha, Rarimo
2🌚14
AI is getting ridiculous!
Details about OpenAI's unreleased model hacking Hugging Face, new model from Mira Murati, and how to host Kimi locally.
Join Danny July 31, 3pm UTC.
Save the date:
https://x.com/dannytook/status/2082872979424510292
Details about OpenAI's unreleased model hacking Hugging Face, new model from Mira Murati, and how to host Kimi locally.
Join Danny July 31, 3pm UTC.
Save the date:
https://x.com/dannytook/status/2082872979424510292
X (formerly Twitter)
DANNY 💢 (@dannytook) on X
AI is getting ridiculous
Details about OpenAI's unreleased model hacking Hugging Face, new model from Mira Murati, and how to host Kimi locally
July 31, 3pm UTC. Save the date
Brought to you by @rep_hq
https://t.co/Ruh7S7RMSY
Details about OpenAI's unreleased model hacking Hugging Face, new model from Mira Murati, and how to host Kimi locally
July 31, 3pm UTC. Save the date
Brought to you by @rep_hq
https://t.co/Ruh7S7RMSY
🌚11
REP Channel
AI is getting ridiculous! Details about OpenAI's unreleased model hacking Hugging Face, new model from Mira Murati, and how to host Kimi locally. Join Danny July 31, 3pm UTC. Save the date: https://x.com/dannytook/status/2082872979424510292
How much of this week's AI news is real, and how much is theater?
We go through it in one hour: the unreleased OpenAI model, Mira Murati's new release, and hosting Kimi yourself.
Danny hosting, 3pm UTC:
https://x.com/dannytook/status/2082872979424510292
We go through it in one hour: the unreleased OpenAI model, Mira Murati's new release, and hosting Kimi yourself.
Danny hosting, 3pm UTC:
https://x.com/dannytook/status/2082872979424510292
X (formerly Twitter)
DANNY 💢 (@dannytook) on X
AI is getting ridiculous
Details about OpenAI's unreleased model hacking Hugging Face, new model from Mira Murati, and how to host Kimi locally
July 31, 3pm UTC. Save the date
Brought to you by @rep_hq
https://t.co/Ruh7S7RMSY
Details about OpenAI's unreleased model hacking Hugging Face, new model from Mira Murati, and how to host Kimi locally
July 31, 3pm UTC. Save the date
Brought to you by @rep_hq
https://t.co/Ruh7S7RMSY
🌚16
Olaniyi tracked the one segment that grew in Q2. Prediction markets did $113.8B in notional volume, up 48.7% from Q1.
Sports carried it. On Polymarket, sports contracts moved from 40% of volume in January to 81% in June.
A resolved market pays out on being right. That is a rare source of proven record, and REP makes it portable.
Link: https://x.com/rep_hq/status/2084331645205708974
Sports carried it. On Polymarket, sports contracts moved from 40% of volume in January to 81% in June.
A resolved market pays out on being right. That is a rare source of proven record, and REP makes it portable.
Link: https://x.com/rep_hq/status/2084331645205708974
X (formerly Twitter)
REP (@rep_hq) on X
Olaniyi tracked the one segment that grew in Q2. Prediction markets did $113.8B in notional volume, up 48.7% from Q1.
Sports carried it. On Polymarket, sports contracts moved from 40% of volume in January to 81% in June.
A resolved market pays out on being…
Sports carried it. On Polymarket, sports contracts moved from 40% of volume in January to 81% in June.
A resolved market pays out on being…
🌚12
Token quality is invisible at the point of purchase. The marketplace records quantization, uptime, latency, and throughput for every provider.
A new breakdown of inference market structure argues that record can charge rent, the way a ratings agency does.
Trust in a seller is a monetizable layer. REP builds it as a record that travels
Link: https://x.com/rep_hq/status/2084635267072131426
A new breakdown of inference market structure argues that record can charge rent, the way a ratings agency does.
Trust in a seller is a monetizable layer. REP builds it as a record that travels
Link: https://x.com/rep_hq/status/2084635267072131426
X (formerly Twitter)
REP (@rep_hq) on X
Token quality is invisible at the point of purchase. The marketplace records quantization, uptime, latency, and throughput for every provider.
A new breakdown of inference market structure argues that record can charge rent, the way a ratings agency does.…
A new breakdown of inference market structure argues that record can charge rent, the way a ratings agency does.…
🌚13
Anchorage Digital reports more than $73 million moved by agents last year across roughly 176 million transactions, averaging thirty-one cents each.
At that ticket size a dispute costs more than the payment. Control moves ahead of the transaction, to the question of which counterparty earned the right to receive it.
Link: https://x.com/rep_hq/status/2085122588502577207
At that ticket size a dispute costs more than the payment. Control moves ahead of the transaction, to the question of which counterparty earned the right to receive it.
Link: https://x.com/rep_hq/status/2085122588502577207
X (formerly Twitter)
REP (@rep_hq) on X
Anchorage Digital reports more than $73 million moved by agents last year across roughly 176 million transactions, averaging thirty-one cents each.
At that ticket size a dispute costs more than th
At that ticket size a dispute costs more than th
🌚15
Starting in two hours: who is actually running AI right now, the labs or the infrastructure under them?
Demis Hassabis stepping down at DeepMind while his top researchers leave to build a rival lab. Cloudflare quietly taking the entire agentic payment stack.
Danny hosting, 3pm UTC:
https://x.com/i/broadcasts/1nxeLLNqPrrJX
Demis Hassabis stepping down at DeepMind while his top researchers leave to build a rival lab. Cloudflare quietly taking the entire agentic payment stack.
Danny hosting, 3pm UTC:
https://x.com/i/broadcasts/1nxeLLNqPrrJX
X (formerly Twitter)
DANNY 💢
The Digest: Google Exodus, Cloudflare's Land Grab
🌚12
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11🌚10
Cross-skill evidence borrowing makes agent reputation data-efficient. Xia and Wang show the same channel launders it.
An attacker with cheap evidence in one skill and none in the target drove routing regret from 0 to 0.94, on a pool rated green.
Provenance decides whether a score holds. REP keeps the facts, the proofs, and the weights behind it.
Link: https://x.com/rep_hq/status/2087149639329890378
An attacker with cheap evidence in one skill and none in the target drove routing regret from 0 to 0.94, on a pool rated green.
Provenance decides whether a score holds. REP keeps the facts, the proofs, and the weights behind it.
Link: https://x.com/rep_hq/status/2087149639329890378
🌚11
Starting in an hour: can agents actually manage money, or do they just lose it faster?
Carlos built an agentic hedge fund. How the agents are supposed to make you money, and what happens when they hallucinate mid-trade.
Danny hosting, 3pm UTC: https://x.com/i/broadcasts/1nxeLMMerzRJX
Carlos built an agentic hedge fund. How the agents are supposed to make you money, and what happens when they hallucinate mid-trade.
Danny hosting, 3pm UTC: https://x.com/i/broadcasts/1nxeLMMerzRJX
X (formerly Twitter)
DANNY 💢
The Digest: Trading Agents w/ Carlos, Sherwood
🌚17