Alpha Batcher
Writing about AI & building agents | X App: alphabatcher | Follow for alpha
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OpenAI just dropped GPT 5.5 and it completely changes the agentic coding game
it is a full autonomous worker that takes over your computer and apps
> operates across slack github and your browser autonomously
> crushes claude opus 4.7 and gemini 3.1 pro on agentic benchmarks
> matches previous model latency but uses significantly fewer tokens
> available right now for plus and pro users in chatgpt and codex
> acts as a full research partner that actually checks its own work
we are officially in the era where models do the work instead of just generating text
it is a full autonomous worker that takes over your computer and apps
> operates across slack github and your browser autonomously
> crushes claude opus 4.7 and gemini 3.1 pro on agentic benchmarks
> matches previous model latency but uses significantly fewer tokens
> available right now for plus and pro users in chatgpt and codex
> acts as a full research partner that actually checks its own work
we are officially in the era where models do the work instead of just generating text
> find the emotional outcome of your product instead of pitching features
> use a custom agent to score every script line on novelty and intensity until both hit 10
> weaponize your haters by acknowledging the main criticism so they quote tweet you
> force the algorithm to rank you by creating massive reply chains in the first 48 hours
> deploy influencers in staggered waves once organic velocity builds up
> use a custom agent to score every script line on novelty and intensity until both hit 10
> weaponize your haters by acknowledging the main criticism so they quote tweet you
> force the algorithm to rank you by creating massive reply chains in the first 48 hours
> deploy influencers in staggered waves once organic velocity builds up
lazarus just washed $292m through defi and nobody could stop it
ᐳ pre-funded fresh wallets using tornado cash
ᐳ faked a layerzero message to drain 116k rsETH from kelp dao
ᐳ pawned the illiquid tokens on aave for $190m clean ETH before kelp paused
ᐳ triggered an $8b bank run on aave in the process
ᐳ fragmented the funds across 100+ wallets using automated scripts
ᐳ washed it all through thorchain to turn ETH into untraceable BTC dust
ᐳ bridged to tron as USDT where otc brokers cashed it out via unionpay
50% of north korea foreign revenue is now just crypto hacks
defi is working exactly as designed ...
ᐳ pre-funded fresh wallets using tornado cash
ᐳ faked a layerzero message to drain 116k rsETH from kelp dao
ᐳ pawned the illiquid tokens on aave for $190m clean ETH before kelp paused
ᐳ triggered an $8b bank run on aave in the process
ᐳ fragmented the funds across 100+ wallets using automated scripts
ᐳ washed it all through thorchain to turn ETH into untraceable BTC dust
ᐳ bridged to tron as USDT where otc brokers cashed it out via unionpay
50% of north korea foreign revenue is now just crypto hacks
defi is working exactly as designed ...
most people pay $200 for claude code and use it like a glorified autocomplete
here is the exact 4 step system to unlock the 80 percent you are missing
> write a markdown file with your rules once and call it when needed instead of rewriting prompts every session
> set up post action hooks to format code automatically or block destructive commands before they execute
> create a handoff doc with tomorrow done and promises so claude knows exactly where you left off
> isolate branches so multiple subagents can work in parallel without overwriting each others code
stop typing the same context every day and build the system
here is the exact 4 step system to unlock the 80 percent you are missing
> write a markdown file with your rules once and call it when needed instead of rewriting prompts every session
> set up post action hooks to format code automatically or block destructive commands before they execute
> create a handoff doc with tomorrow done and promises so claude knows exactly where you left off
> isolate branches so multiple subagents can work in parallel without overwriting each others code
stop typing the same context every day and build the system
the exact stack to turn your ai into a twenty four seven junior analyst
Tier 1 Onchain and Market Data
> Etherscan pulls wallet history and token transfers instantly
> Dune Analytics runs sql to find who is actually holding $RIVER or any solana microcap
> CoinGecko and TradingView read live charts and funding rates
Tier 2 Sentiment and Logic
> Polymarket checks the smart money odds before news drops
> X and Firecrawl scrape governance forums and timeline vibes
> Memory and Sequential Thinking force claude to remember your theses and stop hallucinating
the play is to automate your morning routine
set up a prompt that pulls odds shifts whale moves and sentiment deltas while you make coffee
stop doing manual research and build the system
Tier 1 Onchain and Market Data
> Etherscan pulls wallet history and token transfers instantly
> Dune Analytics runs sql to find who is actually holding $RIVER or any solana microcap
> CoinGecko and TradingView read live charts and funding rates
Tier 2 Sentiment and Logic
> Polymarket checks the smart money odds before news drops
> X and Firecrawl scrape governance forums and timeline vibes
> Memory and Sequential Thinking force claude to remember your theses and stop hallucinating
the play is to automate your morning routine
set up a prompt that pulls odds shifts whale moves and sentiment deltas while you make coffee
stop doing manual research and build the system
if you want actual leverage you need to treat claude like an infrastructure
> set up a CLAUDE md file so the model instantly knows your formatting and architecture rules
> use subagents for parallel tasks instead of forcing one thread to do everything
> rely on cowork dispatch to run jobs while you are literally away from the keyboard
the models are fine, you just need to stop prompting and start building actual agentic systems
> set up a CLAUDE md file so the model instantly knows your formatting and architecture rules
> use subagents for parallel tasks instead of forcing one thread to do everything
> rely on cowork dispatch to run jobs while you are literally away from the keyboard
the models are fine, you just need to stop prompting and start building actual agentic systems
Stop using Claude like a glorified search engine and start using it as an autonomous employee
The difference between a "chatbot" and a "system" is the Model Context Protocol (MCP)
It allows Claude to move past simple prompting and actually interact with your real world data
ᐳ GitHub MCP for managing PRs and issues directly from the chat
ᐳ PostgreSQL and Supabase for querying your live databases
ᐳ Slack and Gmail to handle your team communications and inbox
ᐳ Playwright for full browser automation and UI testing
ᐳ AWS and Cloudflare to manage your entire cloud infrastructure
You are essentially giving Claude the keys to your office instead of just asking it for advice
The $20 subscription stays the same but the output becomes 1000x more valuable
The difference between a "chatbot" and a "system" is the Model Context Protocol (MCP)
It allows Claude to move past simple prompting and actually interact with your real world data
ᐳ GitHub MCP for managing PRs and issues directly from the chat
ᐳ PostgreSQL and Supabase for querying your live databases
ᐳ Slack and Gmail to handle your team communications and inbox
ᐳ Playwright for full browser automation and UI testing
ᐳ AWS and Cloudflare to manage your entire cloud infrastructure
You are essentially giving Claude the keys to your office instead of just asking it for advice
The $20 subscription stays the same but the output becomes 1000x more valuable
Claude Opus 4.7 just went live and it is a complete overhaul for autonomous software engineering
ᐳ Crushes Opus 4.6 on SWE-bench Pro with a 64.3% score
ᐳ Vision is 3x sharper now with support for 3.75MP high-resolution images
ᐳ New "xhigh" effort level for your most difficult architectural tasks
ᐳ Self-verifying logic where it audits its own code before reporting back
The pricing is locked at $5 per 1M input tokens but the reliability is on a different planet
While Mythos Preview remains the "intelligence king," Opus 4.7 is officially the new production standard for everyone building agents in 2026
ᐳ Crushes Opus 4.6 on SWE-bench Pro with a 64.3% score
ᐳ Vision is 3x sharper now with support for 3.75MP high-resolution images
ᐳ New "xhigh" effort level for your most difficult architectural tasks
ᐳ Self-verifying logic where it audits its own code before reporting back
The pricing is locked at $5 per 1M input tokens but the reliability is on a different planet
While Mythos Preview remains the "intelligence king," Opus 4.7 is officially the new production standard for everyone building agents in 2026
developers are saving 5-6 hours a day with Claude Code:
one file and three commands changes everything:
1. CLAUDE.md - tells Claude your rules once, it follows them forever. violations drop from 40% to 3%
2. everything-claude-code - 30+ agents replace your entire planning, review, and security workflow out of the box
3. version 2.1.98 - the current version silently charges 20,000 extra tokens per session. one downgrade gives 40% of your limits back
the result:
8 hours of coding a day turn into just 2-3 hours of review
setup time: 15 minutes
the exact system is in the article below👇
https://x.com/alphabatcher/status/2044058486221271375
one file and three commands changes everything:
1. CLAUDE.md - tells Claude your rules once, it follows them forever. violations drop from 40% to 3%
2. everything-claude-code - 30+ agents replace your entire planning, review, and security workflow out of the box
3. version 2.1.98 - the current version silently charges 20,000 extra tokens per session. one downgrade gives 40% of your limits back
the result:
8 hours of coding a day turn into just 2-3 hours of review
setup time: 15 minutes
the exact system is in the article below👇
https://x.com/alphabatcher/status/2044058486221271375
30 min and your Claude becomes a truly trained specialist
what actually affects its performance:
1. Set up your workspace so new chats aren’t created outside a project
2. Large, reliable data sources for the knowledge base
3. A clear “don’t” list often works better than only positive instructions
4. Combine MCP, skills, and projects into one system
5. Separate memory for each project with three levels of access
the people who set this up properly get output that looks like a trained specialist shipped it
what actually affects its performance:
1. Set up your workspace so new chats aren’t created outside a project
2. Large, reliable data sources for the knowledge base
3. A clear “don’t” list often works better than only positive instructions
4. Combine MCP, skills, and projects into one system
5. Separate memory for each project with three levels of access
the people who set this up properly get output that looks like a trained specialist shipped it
Rules that actually get you hired:
- apply to roles you're 70%+ qualified for
- tailor every application to the job description, generic CVs get ignored before a human reads them
- your CV bullets should show results
- keywords matter, ATS filters you out before a recruiter ever sees your name
- research the company before every interview
- prepare 5-8 STAR stories that cover leadership, failure, conflict, and achievement
- the cover letter it's why you specifically want this specific role
- follow up within 24 hours after every interview
- the question "do you have any questions for us?" is not optional, it's a test
- your LinkedIn must match your CV
Difference between candidates who get hired and those who don't is rarely talent
- apply to roles you're 70%+ qualified for
- tailor every application to the job description, generic CVs get ignored before a human reads them
- your CV bullets should show results
- keywords matter, ATS filters you out before a recruiter ever sees your name
- research the company before every interview
- prepare 5-8 STAR stories that cover leadership, failure, conflict, and achievement
- the cover letter it's why you specifically want this specific role
- follow up within 24 hours after every interview
- the question "do you have any questions for us?" is not optional, it's a test
- your LinkedIn must match your CV
Difference between candidates who get hired and those who don't is rarely talent
This is what video production cost 5 years ago vs today:
30-second commercial - before AI:
- professional crew: $3,000-$8,000 per shoot day
- pre-production: $1,000-$5,000
- post-production: $1,000-$6,000
- ad distribution budget: optional, often separate
- total for one spot: $5,000-$20,000
30-second commercial - with AI today:
- 8 shots at $4.50 each = $36
- editing in CapCut = free
- voiceover via ElevenLabs = $5
- total: under $50
One 35-second short film used to require a crew, a studio, a director, weeks of pre-production
Two brothers in El Salvador made one in 40 minutes for $7.55
Tools became hundreds of times cheaper literally overnight
30-second commercial - before AI:
- professional crew: $3,000-$8,000 per shoot day
- pre-production: $1,000-$5,000
- post-production: $1,000-$6,000
- ad distribution budget: optional, often separate
- total for one spot: $5,000-$20,000
30-second commercial - with AI today:
- 8 shots at $4.50 each = $36
- editing in CapCut = free
- voiceover via ElevenLabs = $5
- total: under $50
One 35-second short film used to require a crew, a studio, a director, weeks of pre-production
Two brothers in El Salvador made one in 40 minutes for $7.55
Tools became hundreds of times cheaper literally overnight
Turn your 2-minute repetitive prompt into a 1-second slash command
- same prompt every time
- version-controlled via Git, the whole team runs identical commands
- one command replaces 10-15 lines you were retyping from memory
- dynamic context injected automatically before every run
- pre-approve tools so Claude stops asking for permission
- commands shared across projects or scoped to one repo
- iterate once, improve for everyone on the next pull
- turns repetitive workflows into one-word invocations
- catches bugs linters miss every single run
- the prompt gets better over time, not worse
You set it up once and use it for everything
- same prompt every time
- version-controlled via Git, the whole team runs identical commands
- one command replaces 10-15 lines you were retyping from memory
- dynamic context injected automatically before every run
- pre-approve tools so Claude stops asking for permission
- commands shared across projects or scoped to one repo
- iterate once, improve for everyone on the next pull
- turns repetitive workflows into one-word invocations
- catches bugs linters miss every single run
- the prompt gets better over time, not worse
You set it up once and use it for everything
If you don't own the memory, you don't own the agent:
- memory is what makes your agent get smarter over time
- without it, anyone with the same tools can copy your agent overnight
- with it, you build a dataset no competitor can replicate
- closed memory = your data on someone else's servers
- switch models, lose everything your agent learned
- model providers are incentivized to lock you in via memory
- the model is easy to replace, memory is not
- if you don't own the harness, you don't own the memory
- if you don't own the memory, you don't own the agent
- memory is what makes your agent get smarter over time
- without it, anyone with the same tools can copy your agent overnight
- with it, you build a dataset no competitor can replicate
- closed memory = your data on someone else's servers
- switch models, lose everything your agent learned
- model providers are incentivized to lock you in via memory
- the model is easy to replace, memory is not
- if you don't own the harness, you don't own the memory
- if you don't own the memory, you don't own the agent
Starter setup for building a TikTok AI character channel:
> Claude - writes every script, hook, ragebait, and Kling prompts
> Nano Banana Pro - generate static character images per scene
> Kling 3.0 - animate static images into 5-second clips
> ElevenLabs v3 - voiceover per scene, diamond gym energy
> CapCut - sync audio, hook cuts, effects, export 9:16
> TokScript - download transcripts from viral videos to train Claude
> iProyal - ISP proxy for US-targeted account setup
> Shadowrocket - proxy routing on iPhone ($3)
> AffiliateNetwork - $1-3 per 1,000 views from brand campaigns
> IPQualityScore - verify your IP is clean before creating account
The full system character design Claude training Kling prompts and monetization setup is in the article below 👇
https://x.com/alphabatcher/status/2042936720979632342
> Claude - writes every script, hook, ragebait, and Kling prompts
> Nano Banana Pro - generate static character images per scene
> Kling 3.0 - animate static images into 5-second clips
> ElevenLabs v3 - voiceover per scene, diamond gym energy
> CapCut - sync audio, hook cuts, effects, export 9:16
> TokScript - download transcripts from viral videos to train Claude
> iProyal - ISP proxy for US-targeted account setup
> Shadowrocket - proxy routing on iPhone ($3)
> AffiliateNetwork - $1-3 per 1,000 views from brand campaigns
> IPQualityScore - verify your IP is clean before creating account
The full system character design Claude training Kling prompts and monetization setup is in the article below 👇
https://x.com/alphabatcher/status/2042936720979632342
Why pair Claude Code with Obsidian
- Claude knows who you are before you type a single word
- every article, book, and note compounds into one connected knowledge base
- maintenance happens automatically
- one new source updates 10-15 connected pages instantly
- contradictions and outdated info flagged without you asking
- insights saved back into the wiki
- morning briefing runs itself every day at 7:30am
- call transcripts - decisions filed, actions tracked, automatically
- the longer you use it, the smarter it gets
- Obsidian is just the window, Claude builds everything inside it
It gets better every single day you add to it
Exact prompts, folder structure, and the Andrej Karpathy framework that makes the whole system work👇
https://x.com/defileo/status/2042241063612502162
- Claude knows who you are before you type a single word
- every article, book, and note compounds into one connected knowledge base
- maintenance happens automatically
- one new source updates 10-15 connected pages instantly
- contradictions and outdated info flagged without you asking
- insights saved back into the wiki
- morning briefing runs itself every day at 7:30am
- call transcripts - decisions filed, actions tracked, automatically
- the longer you use it, the smarter it gets
- Obsidian is just the window, Claude builds everything inside it
It gets better every single day you add to it
Exact prompts, folder structure, and the Andrej Karpathy framework that makes the whole system work👇
https://x.com/defileo/status/2042241063612502162
Why you quickly hit Claude limits:
- entire codebase in context every message
- follow-ups re-read full history
- large PDFs uploaded directly
- heavy research run locally
- Opus for tasks Sonnet handles
- bloated context files every session
- no session resets
- vague prompts trigger broad compute
- same files analysed repeatedly
- multi-step tasks not batched
The longer your session runs, the more expensive every single message becomes
Message 30 costs 31x more tokens than message 1
The article below shows exactly how to fix this👇
https://x.com/hooeem/status/2042293751805329445
- entire codebase in context every message
- follow-ups re-read full history
- large PDFs uploaded directly
- heavy research run locally
- Opus for tasks Sonnet handles
- bloated context files every session
- no session resets
- vague prompts trigger broad compute
- same files analysed repeatedly
- multi-step tasks not batched
The longer your session runs, the more expensive every single message becomes
Message 30 costs 31x more tokens than message 1
The article below shows exactly how to fix this👇
https://x.com/hooeem/status/2042293751805329445
Security settings most Claude Code users never touch:
- Enable sandbox
- Block credential access
- Block .env files separately
- Disable outbound commands
- Auto-approve safe commands
- Disable auto-loading MCP servers
- Update monthly
Most people ignore all of this and take losses of $10k in a single night
The article below goes deeper:
exact config files, three levels of protection, and the Trail of Bits setup used on real security audits👇
https://x.com/noisyb0y1/status/2041947492065943810
- Enable sandbox
- Block credential access
- Block .env files separately
- Disable outbound commands
- Auto-approve safe commands
- Disable auto-loading MCP servers
- Update monthly
Most people ignore all of this and take losses of $10k in a single night
The article below goes deeper:
exact config files, three levels of protection, and the Trail of Bits setup used on real security audits👇
https://x.com/noisyb0y1/status/2041947492065943810
What Perplexity Computer actually does for you:
- researches markets, competitors, and trends in real time
- builds full web apps, dashboards, and internal tools
- automates recurring workflows on a schedule
- reads and acts inside Gmail, Slack, Notion, GitHub, and 400+ apps
- spawns parallel subagents to finish complex tasks faster
- routes each subtask to the best AI model automatically
- runs everything in an isolated cloud sandbox nothing touches your machine
- sends emails with attachments on your behalf
The full beginner's guide is below
How to set it up, how the credit system works, what to watch out for 👇
https://x.com/coreyganim/status/2041876425561477512
- researches markets, competitors, and trends in real time
- builds full web apps, dashboards, and internal tools
- automates recurring workflows on a schedule
- reads and acts inside Gmail, Slack, Notion, GitHub, and 400+ apps
- spawns parallel subagents to finish complex tasks faster
- routes each subtask to the best AI model automatically
- runs everything in an isolated cloud sandbox nothing touches your machine
- sends emails with attachments on your behalf
The full beginner's guide is below
How to set it up, how the credit system works, what to watch out for 👇
https://x.com/coreyganim/status/2041876425561477512
MCP servers you actually need:
> Tavily - AI-optimized search
> Crawl4AI - best markdown extraction
> Playwright - Claude controls a real browser
> GitHub - the first MCP every developer should install
> MongoDB - most comprehensive database MCP
> Memory MCP - Claude remembers across sessions
> Notion - your entire workspace through one prompt
> Stripe - check revenue, manage subscriptions, debug payments
> Figma - design files to code
> Cloudflare - manage your entire infrastructure through Claude
This is just the top pick from each category
The full article below covers 35 tested servers across all categories plus exact install commands for Claude Code and Claude Desktop👇
https://x.com/zodchiii/status/2041804097628582294
> Tavily - AI-optimized search
> Crawl4AI - best markdown extraction
> Playwright - Claude controls a real browser
> GitHub - the first MCP every developer should install
> MongoDB - most comprehensive database MCP
> Memory MCP - Claude remembers across sessions
> Notion - your entire workspace through one prompt
> Stripe - check revenue, manage subscriptions, debug payments
> Figma - design files to code
> Cloudflare - manage your entire infrastructure through Claude
This is just the top pick from each category
The full article below covers 35 tested servers across all categories plus exact install commands for Claude Code and Claude Desktop👇
https://x.com/zodchiii/status/2041804097628582294
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