Alessandro Saiani

Senior .NET Developer

[Diogo Almeida @CompleteSkeptic]

After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI?

I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev

• 20-200x faster
• 40-400x cheaper (w/ output tokens free)
• Frontier composable intelligence optimized for decisions

AFAICT the shortest path to AI-based economic revolution

[prayag sonar @prayag_sonar]

@ClaudeDevs collected every claude code command

[そう｜Claude CodeのX運用で月800万インプ @so_ainsight]

Claude Codeのトークンを最大90%削減するGitHubリポジトリ10選：

1. RTK（Rust Token Killer）
ターミナル出力をコンテキストに流す前にフィルタリング。よく使う開発コマンドで60〜90%削減できる。
https://t.co/KOoxtNuVhK

2. Context Mode
PlaywrightやGitHubのツール出力をSQLiteに退避して、クリーンな要約だけを会話に渡す。98%削減。
https://t.co/EL5PXYD3zO

3. code-review-graph
Tree-sitterでコードベースをローカルで知識グラフ化。Claudeが必要な部分だけ読むので大規模モノレポで49倍削減。
https://t.co/NFxP9RaT5O

4. Token Savior
ファイル全体ではなくシンボル単位でコードを参照するMCPサーバー。コードナビで97%削減、外部依存ゼロ。
https://t.co/Bp2Z8yGhBM

5. Caveman Claude
Claudeを穴居人口調で話させてアウトプットトークンを65〜75%削減。技術的な正確さは維持した��ま。
https://t.co/sDWdUwoyOX

6. claude-token-efficient
CLAUDE(.)mdを一つ置くだけで出力を簡潔に保てる。コード変更なし、出力が多いセッションに最適。
https://t.co/Vme8BrAVuu

7. token-optimizer-mcp
キャッシュ・圧縮・スマートツール制御を備えたMCPサーバー。繰り返しのツール出力を圧縮して95%以上削減。
https://t.co/fcfM86jN0m

8. claude-token-optimizer
プロジェクトを最適化する再利用可能なセットアッププロンプト集。5分で90%のトークン節約ができる。
https://t.co/LKWBghEo6c

9. token-optimizer
コンテキストを静かに食い尽くすゴーストトークンを発見。コンパクション後も品質が劣化しない。
https://t.co/DYwlc5rO7A

10. claude-context（by Zilliz）
BM25＋ベクトル検索でコードベース全体をコンテキストにできるMCP。同等の検索精度で約40%削減。
https://t.co/JaxXXgaX9Y

保存して後で使いこなして。

[Ronin @DeRonin_]

10 GitHub repos to spend 60-90% less tokens in Claude Code:

1. RTK (Rust Token Killer)

CLI proxy that filters terminal output before it hits your context

- 60-90% reduction on common dev commands
- one binary, zero dependencies
- works with Claude Code, Cursor, Copilot

Repo: https://t.co/WayvpBtyBH

2. Context Mode

Sandboxes raw tool output into SQLite instead of dumping it into context

- 98% context reduction on Playwright, GitHub, logs
- only clean summaries enter your conversation
- works as Claude Code plugin

Repo: https://t.co/YNbFIGQz7X

3. code-review-graph

Local knowledge graph that maps your codebase with Tree-sitter

- Claude reads only what matters, not the entire repo
- 49x token reduction on large monorepos
- 6.8x on average reviews

Repo: https://t.co/9gIzmAWN12

4. Token Savior

MCP server that navigates code by symbols, not full files

- 97% reduction on code navigation
- persistent memory across sessions
- 69 tools, zero external deps

Repo: https://t.co/OtvhrMgGWh

5. Caveman Claude

makes Claude talk like a caveman to cut output tokens

- 65-75% output reduction
- one-line install
- keeps full technical accuracy

Repo: https://t.co/onBeghTyfH

6. claude-token-efficient

one CLAUDE.md file that keeps responses terse

- drop-in, no code changes
- reduces output verbosity on heavy workflows
- best for output-heavy sessions

Repo: https://t.co/j6MKo9klQe

7. token-optimizer-mcp

MCP server with caching, compression, and smart tool intelligence

- 95%+ token reduction through intelligent caching
- compresses repeated tool outputs

Repo: https://t.co/0jIVQ4ANls

8. claude-token-optimizer

reusable setup prompts for optimizing any project

- 90% token savings in 5 minutes
- reduces doc token usage from 11K to 1.3K

Repo: https://t.co/puil9WwFGB

9. token-optimizer

finds ghost tokens that silently eat your context

- survives compaction without losing quality
- fixes context quality decay

Repo: https://t.co/92G8e4yeGq

10. claude-context (by Zilliz)

code search MCP that makes your entire codebase the context

- ~40% reduction with equivalent retrieval quality
- hybrid BM25 + dense vector search

Repo: https://t.co/yjfiQOSy15

[ how to stack them ]:

you don't need all 10. pick 2-3 based on your workflow:

> heavy terminal output? RTK
> big codebase? code-review-graph + Token Savior
> lots of MCP servers? Context Mode
> quick fix? Caveman + claude-token-efficient

most people are burning tokens without knowing it

run /context in a fresh session and see how much is gone before you even type a word

your pocket will thank me later :<)

[ZARA @HeyZaraKhan]

Become a Claude Certified Architect

Here is the complete resource list in one place:

Link to join: https://t.co/OXQyTmfCmb
Training courses: https://t.co/UaJzLeXKrP (13 free courses)
Cookbook: https://t.co/SLnSUT7xT1
Exam Guide: https://t.co/A2pbDcyGwa
Practice questions: https://t.co/90eXwUxiXQ (free)
MCP documentation: https://t.co/SbwZI0fjVz (free)
API documentation: https://t.co/9rmnLWypxc (free)
Partner Network: https://t.co/diT5OE6ePJ (free to join)
Personal Playbook someone created after the exam: https://t.co/qhXan3XVri

[Alessandro Saiani @AleSaiani]

Agent Coding Italia - Il futuro del coding con AI https://t.co/8ichj4MHLb #AIcoding #ClaudeCode #GitHubCopilot

[OpenAI Developers @OpenAIDevs]

We just announced new primitives for building agents.

Here are 10 tips on running multi-hour workflows reliably 👇
https://t.co/i8T2kRwCy5

[Alessandro Saiani @AleSaiani]

Il 4% dei Commit GitHub �� Scritto da Claude Code (e Potrebbe Diventare il 20%) https://t.co/r6NDpTwLny #ClaudeCode #GitHub #AICoding

[Alessandro Saiani @AleSaiani]

Context Engineering: Cosa Vede (e Non Vede) l'AI Quando Scrivi Codice https://t.co/coWj1QgWoF #ContextEngineering #ContextWindow #ClaudeCode

[Claude @claudeai]

Our teams have been building with a 2.5x-faster version of Claude Opus 4.6.

We’re now making it available as an early experiment via Claude Code and our API.

[JNS @_devJNS]

"Claude usage limit reached. Your limit will reset at 7am"

[Peter Steinberger 🦞 @steipete]

How the sauce is made @openclaw

[Alessandro Saiani @AleSaiani]

OpenClaw: L'Assistente AI Che Fa Davvero Le Cose https://t.co/LUOxFaZSvM #OpenClaw #AgentiAI #OpenSource

[Alessandro Saiani @AleSaiani]

Il Prompt Engineering è Morto. Lunga Vita alla Prompt Navigation. https://t.co/vStQTttgTE #PromptEngineering #PromptNavigation #ContextEngineering

[Alessandro Saiani @AleSaiani]

Il Prompt Engineering è Morto. Lunga Vita alla Prompt Navigation. https://t.co/vStQTttgTE #PromptEngineering #PromptNavigation #ContextEngineering

[Alessandro Saiani @AleSaiani]

3 Cose che (Quasi) Nessuno Fa - Le tre abitudini più semplici per usare meglio l'agent coding. Nessuno le promuove abbastanza. Parla invece di scrivere, non umanizzare l'agente, sbaglia di più. https://t.co/jhzrgVmR84 via @agentcodingit

[Scott Hanselman 🌮 @shanselman]

Aspire dashboard is the best tool to visualize your OpenTelemetry data during local development https://t.co/7MjoQ7TFY3 by @asimmon971

[James Newton-King ♔ @JamesNK]

Blog post: Introducing https://t.co/vykcBhgNKZ Core metrics and Grafana dashboards in .NET 8

https://t.co/cBkOo3XzDB

💡 #aspnetcore metrics
📊 Grafana dashboards
🚀 Aspire telemetry UI

[Mukesh Murugan @iammukeshm]

🚀 Backend Developer Roadmap for .NET Developers. (2023 Edition)

Follow this thread along for the entire roadmap.

#dotnet #developer #backend

[David Fowler @davidfowl]

Here are the .NET #dotnet docs

https://t.co/T6Lt0Iquum