Olivia
Online
Ian Kirby
@Chat0604
B2B SaaS founder. Follow to watch me build in public.
Los Angeles Metropolitan
Joined October 2013
291 Following
83 Followers
2K Posts
most "open" AI models only give you the final file
Switzerland's Apertus gives you everything
the weights, the training data, the code and the full recipe
trained on 1,000+ languages, 40% of the data isn't English
version 1.5 adds image understanding, a thinking mode, tool use and 262K context
8B and 70B sizes, the 8B runs on a single gaming GPU
built by ETH Zurich and EPFL to follow Swiss and EU rules
4 million downloads, Apache 2.0, free for commercial use
most "open" AI models only give you the final file
Switzerland's Apertus gives you everything
the weights, the training data, the code and the full recipe
trained on 1,000+ languages, 40% of the data isn't English
version 1.5 adds image understanding, a thinking mode, tool use and 262K context
8B and 70B sizes, the 8B runs on a single gaming GPU
built by ETH Zurich and EPFL to follow Swiss and EU rules
4 million downloads, Apache 2.0, free for commercial use
a free AI engineering degree on GitHub
it's called AI Engineering from Scratch
500+ lessons in 20 phases, about 320 hours of hands-on work
from linear algebra all the way to multi-agent systems and MCP servers
you build each thing from scratch first, then learn the real tool
every lesson leaves you a reusable piece for your portfolio
install it in Claude Code or Cursor, take a 10-question quiz, and it builds your personal roadmap
free, MIT license, 78,000 stars on GitHub
a free AI engineering degree on GitHub
it's called AI Engineering from Scratch
500+ lessons in 20 phases, about 320 hours of hands-on work
from linear algebra all the way to multi-agent systems and MCP servers
you build each thing from scratch first, then learn the real tool
every lesson leaves you a reusable piece for your portfolio
install it in Claude Code or Cursor, take a 10-question quiz, and it builds your personal roadmap
free, MIT license, 78,000 stars on GitHub
a free AI engineering degree on GitHub
it's called AI Engineering from Scratch
500+ lessons in 20 phases, about 320 hours of hands-on work
from linear algebra all the way to multi-agent systems and MCP servers
you build each thing from scratch first, then learn the real tool
every lesson leaves you a reusable piece for your portfolio
install it in Claude Code or Cursor, take a 10-question quiz, and it builds your personal roadmap
free, MIT license, 78,000 stars on GitHub
building AI apps in Rust used to mean writing everything yourself
rig fixes that
one library for 20+ AI providers: OpenAI, Anthropic, Gemini, Bedrock and more
10+ vector databases under one simple interface
chat, embeddings, agents, transcription, image and audio generation
used in production by Neon, Nethermind and St. Jude's genomics team
free and open source, MIT license
building AI apps in Rust used to mean writing everything yourself
rig fixes that
one library for 20+ AI providers: OpenAI, Anthropic, Gemini, Bedrock and more
10+ vector databases under one simple interface
chat, embeddings, agents, transcription, image and audio generation
used in production by Neon, Nethermind and St. Jude's genomics team
free and open source, MIT license
building AI apps in Rust used to mean writing everything yourself
rig fixes that
one library for 20+ AI providers: OpenAI, Anthropic, Gemini, Bedrock and more
10+ vector databases under one simple interface
chat, embeddings, agents, transcription, image and audio generation
used in production by Neon, Nethermind and St. Jude's genomics team
free and open source, MIT license
a team of AI agents that tests your systems for security holes on its own
it's called PentAGI
one agent plans the attack, others research, run tools and write the report
20+ pro security tools built in, like nmap, Metasploit and sqlmap
everything runs inside an isolated Docker sandbox
works with OpenAI, Claude, Gemini or local models
free and open source, 33,000 stars on GitHub
only use it on systems you own or have written permission to test
a team of AI agents that tests your systems for security holes on its own
it's called PentAGI
one agent plans the attack, others research, run tools and write the report
20+ pro security tools built in, like nmap, Metasploit and sqlmap
everything runs inside an isolated Docker sandbox
works with OpenAI, Claude, Gemini or local models
free and open source, 33,000 stars on GitHub
only use it on systems you own or have written permission to test
a team of AI agents that tests your systems for security holes on its own
it's called PentAGI
one agent plans the attack, others research, run tools and write the report
20+ pro security tools built in, like nmap, Metasploit and sqlmap
everything runs inside an isolated Docker sandbox
works with OpenAI, Claude, Gemini or local models
free and open source, 33,000 stars on GitHub
only use it on systems you own or have written permission to test
the biggest open source AI drops of the past 2 weeks:
1. DeepSeek Harness → DeepSeek's own coding agent, everything is a plugin
2. JetBrains ThinkRail → an IDE built for AI agents
3. Alpie Seed → a 9B model that codes and sees images on your phone, offline
4. OpenUI 1.0 → AI that answers with charts and forms instead of text
5. Google Three-Live → AI-written 3D scenes that run on web, Android and iPhone
all free and open source
save this, you'll want it later 🔖
the biggest open source AI drops of the past 2 weeks:
1. DeepSeek Harness → DeepSeek's own coding agent, everything is a plugin
2. JetBrains ThinkRail → an IDE built for AI agents
3. Alpie Seed → a 9B model that codes and sees images on your phone, offline
4. OpenUI 1.0 → AI that answers with charts and forms instead of text
5. Google Three-Live → AI-written 3D scenes that run on web, Android and iPhone
all free and open source
save this, you'll want it later 🔖
the biggest open source AI drops of the past 2 weeks:
1. DeepSeek Harness → DeepSeek's own coding agent, everything is a plugin
2. JetBrains ThinkRail → an IDE built for AI agents
3. Alpie Seed → a 9B model that codes and sees images on your phone, offline
4. OpenUI 1.0 → AI that answers with charts and forms instead of text
5. Google Three-Live → AI-written 3D scenes that run on web, Android and iPhone
all free and open source
save this, you'll want it later 🔖
asking your AI "what was our revenue last month" usually gets you a wrong SQL query
NVIDIA just released the fix
it's called Auto Ontology
it reads your database and builds a dictionary of business terms: what "revenue" means, which tables connect, where each number comes from
your agent checks that dictionary before writing any SQL
if the data to answer doesn't exist, it says so instead of making something up
every answer shows the query and its sources
works with Claude, Cursor and any agent through MCP
free and open source, 2,000 stars in a single day
asking your AI "what was our revenue last month" usually gets you a wrong SQL query
NVIDIA just released the fix
it's called Auto Ontology
it reads your database and builds a dictionary of business terms: what "revenue" means, which tables connect, where each number comes from
your agent checks that dictionary before writing any SQL
if the data to answer doesn't exist, it says so instead of making something up
every answer shows the query and its sources
works with Claude, Cursor and any agent through MCP
free and open source, 2,000 stars in a single day
asking your AI "what was our revenue last month" usually gets you a wrong SQL query
NVIDIA just released the fix
it's called Auto Ontology
it reads your database and builds a dictionary of business terms: what "revenue" means, which tables connect, where each number comes from
your agent checks that dictionary before writing any SQL
if the data to answer doesn't exist, it says so instead of making something up
every answer shows the query and its sources
works with Claude, Cursor and any agent through MCP
free and open source, 2,000 stars in a single day
OpenClaw has 430,000 lines of code
nanobot does the core of it in about 4,000
it's a personal AI assistant you can run 24/7
chat with it on Telegram, WhatsApp, Discord or Slack
it searches the web, schedules tasks, writes code and remembers what you told it
works with Claude, GPT, Qwen or your own local models
set it up in 2 minutes
free and open source, from the University of Hong Kong
OpenClaw has 430,000 lines of code
nanobot does the core of it in about 4,000
it's a personal AI assistant you can run 24/7
chat with it on Telegram, WhatsApp, Discord or Slack
it searches the web, schedules tasks, writes code and remembers what you told it
works with Claude, GPT, Qwen or your own local models
set it up in 2 minutes
free and open source, from the University of Hong Kong
OpenClaw has 430,000 lines of code
nanobot does the core of it in about 4,000
it's a personal AI assistant you can run 24/7
chat with it on Telegram, WhatsApp, Discord or Slack
it searches the web, schedules tasks, writes code and remembers what you told it
works with Claude, GPT, Qwen or your own local models
set it up in 2 minutes
free and open source, from the University of Hong Kong
running 5 Claude Code agents at once sounds great
until they start overwriting each other's code
Worktrunk gives every agent its own copy of your project
one command creates the copy and starts Claude on a task:
wt switch -x claude -c feature-a -- 'Add user authentication'
one command to list them, one to clean up
writes commit messages with AI too
free and open source
running 5 Claude Code agents at once sounds great
until they start overwriting each other's code
Worktrunk gives every agent its own copy of your project
one command creates the copy and starts Claude on a task:
wt switch -x claude -c feature-a -- 'Add user authentication'
one command to list them, one to clean up
writes commit messages with AI too
free and open source
running 5 Claude Code agents at once sounds great
until they start overwriting each other's code
Worktrunk gives every agent its own copy of your project
one command creates the copy and starts Claude on a task:
wt switch -x claude -c feature-a -- 'Add user authentication'
one command to list them, one to clean up
writes commit messages with AI too
free and open source
build AI agents without writing code
Langflow lets you drag and drop blocks to build AI apps
chatbots, document Q&A, multi-agent workflows
test every step in a built-in playground
works with any model and any database
turn your workflow into an API with one click
free and open source, 155,000 stars on GitHub
build AI agents without writing code
Langflow lets you drag and drop blocks to build AI apps
chatbots, document Q&A, multi-agent workflows
test every step in a built-in playground
works with any model and any database
turn your workflow into an API with one click
free and open source, 155,000 stars on GitHub
build AI agents without writing code
Langflow lets you drag and drop blocks to build AI apps
chatbots, document Q&A, multi-agent workflows
test every step in a built-in playground
works with any model and any database
turn your workflow into an API with one click
free and open source, 155,000 stars on GitHub
what if your AI agents lived in a chat app
OpenMausBot is your own team of AI bots, like contacts in Telegram
every bot is a real Claude, Codex or Grok agent running on your machine
each with its own personality, model and computer
connect Gmail, Slack, GitHub, Notion and hundreds more apps
risky actions show up as cards you approve or deny
bots can even read replies out loud or take calls
free and open source, Mac, Windows and Linux
what if your AI agents lived in a chat app
OpenMausBot is your own team of AI bots, like contacts in Telegram
every bot is a real Claude, Codex or Grok agent running on your machine
each with its own personality, model and computer
connect Gmail, Slack, GitHub, Notion and hundreds more apps
risky actions show up as cards you approve or deny
bots can even read replies out loud or take calls
free and open source, Mac, Windows and Linux
what if your AI agents lived in a chat app
OpenMausBot is your own team of AI bots, like contacts in Telegram
every bot is a real Claude, Codex or Grok agent running on your machine
each with its own personality, model and computer
connect Gmail, Slack, GitHub, Notion and hundreds more apps
risky actions show up as cards you approve or deny
bots can even read replies out loud or take calls
free and open source, Mac, Windows and Linux
stop running one AI agent at a time
Orca lets you run Claude Code, Codex, Gemini, OpenCode and 25+ other agents side by side
each one in its own copy of your code, so they never step on each other
PRs, issues and CI checks linked to every task
run agents on remote machines over SSH
and control them from your phone
bring your own subscriptions, no extra login
98,000 stars on GitHub
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