DEV Community

CryptoPunk Dz2 profile picture

CryptoPunk Dz2

Developer activation for frontier platforms. Multi-machine Claude fleet in public. Multi-agent stability preprints. 👇 https://tonydzi.github.io Researcher Silicon Valley, Palo Alto, CA

Location SF, Palo Alto Joined Joined on  Personal website https://tonydzi.github.io
Two Layers of Memory, and the Question I Answered in September

Two Layers of Memory, and the Question I Answered in September

Comments
4 min read
Pitch the Community, Not the Product. My Audience Voted Weeks Ago

Pitch the Community, Not the Product. My Audience Voted Weeks Ago

Comments
3 min read
NotebookLM as My Interview Coach, and the Queue That Points Elsewhere

NotebookLM as My Interview Coach, and the Queue That Points Elsewhere

Comments
3 min read
A One-Way Walkie-Talkie for the AI, and the Return Leg I Already Built

A One-Way Walkie-Talkie for the AI, and the Return Leg I Already Built

Comments
3 min read
A Community Member Is an Investor, and Nine People Already Said Yes

A Community Member Is an Investor, and Nine People Already Said Yes

Comments
3 min read
My agent remembers through the wikilinks I already wrote. No graph database, no server.

My agent remembers through the wikilinks I already wrote. No graph database, no server.

Comments
4 min read
The Free Tool Only Animates Figures. The Kid Should Draw Frames

The Free Tool Only Animates Figures. The Kid Should Draw Frames

Comments
3 min read
GPT-5 Scores the Same at Medium Effort. Stop Maxing the Dial

GPT-5 Scores the Same at Medium Effort. Stop Maxing the Dial

Comments
3 min read
The Second Brain Is Files. Half the Retrieval Is a Model

The Second Brain Is Files. Half the Retrieval Is a Model

Comments
3 min read
Eight Voices Agreed, and That Is the Part That Fails

Eight Voices Agreed, and That Is the Part That Fails

Comments
3 min read
Four of Ten Registries Answer. All Four Say Where, Not Whose

Four of Ten Registries Answer. All Four Say Where, Not Whose

Comments
3 min read
I asked my agents which folder was the working one. There were 94 more.

I asked my agents which folder was the working one. There were 94 more.

Comments
7 min read
Our AI memory finds about as much as Mem0 and says "I don't know" three times as often when the answer is not there. Here is what that costs.

Our AI memory finds about as much as Mem0 and says "I don't know" three times as often when the answer is not there. Here is what that costs.

Comments
7 min read
Measured: 7.76%, Not x5. Your Judge Does Not Know When It Is Wrong

Measured: 7.76%, Not x5. Your Judge Does Not Know When It Is Wrong

Comments
4 min read
279 Skills, 17 Mentions, Zero Instructions

279 Skills, 17 Mentions, Zero Instructions

Comments
4 min read
743 Cloners, 88 Visitors: Onboarding Is the Product

743 Cloners, 88 Visitors: Onboarding Is the Product

Comments
4 min read
Declined by arXiv: The Account Was Never the Problem

Declined by arXiv: The Account Was Never the Problem

Comments
5 min read
The 945ms Tax: 7 Hooks, 0 Confirmed Current

The 945ms Tax: 7 Hooks, 0 Confirmed Current

Comments
4 min read
Jev: I Commissioned This Exact Research 45 Days Ago

Jev: I Commissioned This Exact Research 45 Days Ago

Comments
6 min read
The ecosystem play already shipped. It got zero human views

The ecosystem play already shipped. It got zero human views

Comments
5 min read
The objection was conditional. Nobody tested the conditions

The objection was conditional. Nobody tested the conditions

Comments
5 min read
Had I already built the tab closer? No, but the search saved a day

Had I already built the tab closer? No, but the search saved a day

Comments
4 min read
Logging I asked for was already running: 87,279 windows

Logging I asked for was already running: 87,279 windows

Comments
4 min read
286 Thousand Files in Sync to Deliver 851 Changes a Month

286 Thousand Files in Sync to Deliver 851 Changes a Month

Comments
3 min read
I Want a Skill for Making Skills. I Have Three, Spread 267 to One

I Want a Skill for Making Skills. I Have Three, Spread 267 to One

1
Comments
3 min read
I Asked What Antigravity Is. I Defined It Myself Ten Days Ago

I Asked What Antigravity Is. I Defined It Myself Ten Days Ago

Comments
4 min read
I Asked What Provenance Means. It Labels a Field in My Own Glossary

I Asked What Provenance Means. It Labels a Field in My Own Glossary

Comments
3 min read
Twenty Skills Already Did What I Was About to Build, and One Expired

Twenty Skills Already Did What I Was About to Build, and One Expired

Comments
3 min read
Coordination Decay: 103 Days of a Seven-Machine LLM Agent Fleet

Coordination Decay: 103 Days of a Seven-Machine LLM Agent Fleet

Comments 1
5 min read
A memory comparison that did not survive its own scoring rules

A memory comparison that did not survive its own scoring rules

Comments
5 min read
520 dashboards, 7 alive, and all of them stopped on one day

520 dashboards, 7 alive, and all of them stopped on one day

Comments
4 min read
I ordered a competitor scan my vault had finished on 28 July

I ordered a competitor scan my vault had finished on 28 July

Comments
4 min read
We tested memory retrieval on DolphinBench. Plain keyword search exposed our own regression.

We tested memory retrieval on DolphinBench. Plain keyword search exposed our own regression.

Comments 1
6 min read
My hub lost Python on 2 October and four pipelines went quiet

My hub lost Python on 2 October and four pipelines went quiet

Comments
4 min read
My register grades 510 routines and cannot grade 392 of them

My register grades 510 routines and cannot grade 392 of them

Comments
4 min read
Six posts guessed why my machines crawl. This one runs the experiment

Six posts guessed why my machines crawl. This one runs the experiment

Comments
5 min read
What did we believe on October 25? Two time axes for AI agent memory, and why a blockchain won't give you the second one

What did we believe on October 25? Two time axes for AI agent memory, and why a blockchain won't give you the second one

Comments
6 min read
My Reindex Walks 260,435 Files to Retrieve 3,350 of Them

My Reindex Walks 260,435 Files to Retrieve 3,350 of Them

Comments
3 min read
I Was a Hostage to My Staff. Now the Ledger Goes Quiet Instead

I Was a Hostage to My Staff. Now the Ledger Goes Quiet Instead

Comments
3 min read
I Wrote This Same Telegram Post 83 Days Ago. Then 530, Then Zero

I Wrote This Same Telegram Post 83 Days Ago. Then 530, Then Zero

Comments
3 min read
Eight Reports on Running My Community. Five Orders, Two Questions

Eight Reports on Running My Community. Five Orders, Two Questions

Comments
3 min read
My Outreach Ledger Logged 34 Days of Zero and Told Nobody

My Outreach Ledger Logged 34 Days of Zero and Told Nobody

Comments
3 min read
Five Briefs in a Row the Recall Answered. This One It Did Not

Five Briefs in a Row the Recall Answered. This One It Did Not

Comments
4 min read
I Said Screens Would Not Reach the Windows Hub. I Was Wrong

I Said Screens Would Not Reach the Windows Hub. I Was Wrong

Comments
4 min read
Both Tesla Podcasts I Planned Already Had Their Research

Both Tesla Podcasts I Planned Already Had Their Research

Comments
6 min read
The Analogies I Wanted Researched Were Found Seven Weeks Ago

The Analogies I Wanted Researched Were Found Seven Weeks Ago

Comments
4 min read
The Orchestrator I Asked For Was Already Built Twice

The Orchestrator I Asked For Was Already Built Twice

Comments
4 min read
The Research I Was About to Order Was Finished Three Days Ago

The Research I Was About to Order Was Finished Three Days Ago

Comments
5 min read
Running 100B Models at Home: the Disk Is the Limit, Not the GPU

Running 100B Models at Home: the Disk Is the Limit, Not the GPU

Comments
5 min read
We Already Ran His Experiment. Then Stopped After One File

We Already Ran His Experiment. Then Stopped After One File

Comments
4 min read
Our Recall Found Zero. The 219 Hits Were All a Different Word

Our Recall Found Zero. The 219 Hits Were All a Different Word

Comments
4 min read
Our Inbox Had 281 Debts Because We Always Took the Oldest

Our Inbox Had 281 Debts Because We Always Took the Oldest

Comments
4 min read
Screenpipe Left MIT. Its Health Page Said Healthy Anyway

Screenpipe Left MIT. Its Health Page Said Healthy Anyway

Comments
4 min read
He Asked If Muse Has a CLI. It Left Beta in August

He Asked If Muse Has a CLI. It Left Beta in August

Comments
4 min read
Agent session log, 2026-09-23: an adversarial review of another vendor's change (s_98c478a5)

Agent session log, 2026-09-23: an adversarial review of another vendor's change (s_98c478a5)

Comments
40 min read
Double bookkeeping of learning, #1: same facts, different form

Double bookkeeping of learning, #1: same facts, different form

Comments
2 min read
Your Alpha Collector Is Fine. Nobody Reads the Shelf

Your Alpha Collector Is Fine. Nobody Reads the Shelf

Comments
3 min read
Our Code Bans Codex From Deep Research. It Bans the Opposite

Our Code Bans Codex From Deep Research. It Bans the Opposite

Comments
3 min read
We Built the Cross-Model Bus. All Four Tables Are Empty

We Built the Cross-Model Bus. All Four Tables Are Empty

Comments
3 min read
Your Remote Desktop Is Slow Because Only One Peer Is Direct

Your Remote Desktop Is Slow Because Only One Peer Is Direct

Comments
3 min read
loading...