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xbill

Master of MCP and herding cats

New York Joined on  xbill@glitnir.com https://g.dev/xbill
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June Solstice Game Jam Completion
Azure
GitHub Copilot "Finish-Up-A-Thon" Challenge Completion
Gemma 4 Challenge Completion
Hermes Agent Challenge Completion
Google I/O 2026 Writing Challenge Completion
4 Week Community Wellness Streak
2 Week Community Wellness Streak
Google Cloud NEXT Writing Challenge Completion Badge
Python
Google AI Challenge Completion

Pinned

Five Gemma-4 models, one accelerator: what porting E2B 31B to AWS Inferentia2 taught me
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Five Gemma-4 models, one accelerator: what porting E2B 31B to AWS Inferentia2 taught me

#machinelearning #aws #ai #python
2
6 min read
Why did my benchmark stop at N=22? A debugging story in nine bugs

Summer Bug Smash: Smash Stories Submission 🐛🛹
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Why did my benchmark stop at N=22? A debugging story in nine bugs

#bugsmash #debugging #ai #python
13
6
4 min read
Mix and Match: Running Kiro on Azure Cloud Shell
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Mix and Match: Running Kiro on Azure Cloud Shell

#cli #cloudshell #azure #aws
1
6 min read
Getting Started with Antigravity CLI
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Getting Started with Antigravity CLI

#googleio #gemini #antigravitycli #googleantigravity
28
2
6 min read
Multi-Agent A2A with the Agent Development Kit(ADK), Azure ACA, and Gemini CLI
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Multi-Agent A2A with the Agent Development Kit(ADK), Azure ACA, and Gemini CLI

#azure #adk #multiagentsystems #a2aprotocol
6
15 min read
Teaching Google Antigravity to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
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Teaching Google Antigravity to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP

#ai #antigravity #gemini #mcp
8
2
7 min read

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Teaching Antigravity to Direct: A Stateful Video-Editing Skill Built on Gemini's Interactions API and MCP
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Teaching Antigravity to Direct: A Stateful Video-Editing Skill Built on Gemini's Interactions API and MCP

#ai #gemini #mcp #antigravity
13
12 min read
Teaching Codex to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
xbill profile

Teaching Codex to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP

#ai #codex #gemini #mcp
12
2
9 min read
Teaching Claude Code to Direct: A Stateful Video-Editing Skill Built on Gemini’s Interactions API…
xbill profile

Teaching Claude Code to Direct: A Stateful Video-Editing Skill Built on Gemini’s Interactions API…

#omnivideo #agentskills #claudecode #mcpserver
6
11 min read
Teaching Kiro to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
xbill profile

Teaching Kiro to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP

#ai #kiro #gemini #mcp
2
8 min read
Teaching Claude Code to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
xbill profile

Teaching Claude Code to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP

#ai #claudecode #gemini #mcp
19
1
8 min read
Gemma 4 E2B on a Single TPU v6e Chip: A Serving Deep Dive
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Gemma 4 E2B on a Single TPU v6e Chip: A Serving Deep Dive

#tpu #llm #vllm #googlecloud
8
1
8 min read
tpu-management: a Claude Code skill for running Gemma 4 on Cloud TPUs
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tpu-management: a Claude Code skill for running Gemma 4 on Cloud TPUs

#googlecloud #tpu #vllm #claudecode
7
3 min read
Gemma4 DevOps In Action

Cutting costs 8.6x by shrinking hardware footprint
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Gemma4 DevOps In Action

#ai #aws #devops #llm
11
17
7 min read
Inferntia2 DevOps in Action
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Inferntia2 DevOps in Action

#machinelearning #aws #ai #python
7 min read
Five Gemma-4 models, one accelerator: what porting E2B 31B to AWS Inferentia2 taught me
xbill profile

Five Gemma-4 models, one accelerator: what porting E2B 31B to AWS Inferentia2 taught me

#gemma #aws #infrastructure
7
1
6 min read
Porting Gemma-4 12B (the encoder-free multimodal one) to AWS Inferentia2
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Porting Gemma-4 12B (the encoder-free multimodal one) to AWS Inferentia2

#machinelearning #aws #ai #python
1
4 min read
My Inferentia port matched its reference token-for-token — and still output garbage
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My Inferentia port matched its reference token-for-token — and still output garbage

#machinelearning #aws #ai #python
1
8 min read
Porting a 128-expert MoE (Gemma-4 26B-A4B) to AWS Inferentia2 — where every rank weighted the wrong experts
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Porting a 128-expert MoE (Gemma-4 26B-A4B) to AWS Inferentia2 — where every rank weighted the wrong experts

#machinelearning #aws #ai #python
2
6 min read
Smash Story: The Demo Script That Out-Debugged My Test Suite

Summer Bug Smash: Smash Stories Submission 🐛🛹
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Smash Story: The Demo Script That Out-Debugged My Test Suite

#devchallenge #bugsmash #ai #debugging
12
7
4 min read
My Demo Script Found a Production Bug on Its First Run: A Tiny Post-Mortem
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My Demo Script Found a Production Bug on Its First Run: A Tiny Post-Mortem

#testing #ai #python #debugging
1
2
5 min read
Build One AI Tool Server, Call It From Three Different Agents (MCP Explained)

Avoiding stdout to prevent protocol errors
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Build One AI Tool Server, Call It From Three Different Agents (MCP Explained)

#ai #python #rust #beginners
7
5
6 min read
My benchmark's Python column was N/A for a year — CPython's 4300-digit limit, and eight other bugs

Summer Bug Smash: Clear the Lineup Submission 🐛🛹
xbill profile

My benchmark's Python column was N/A for a year — CPython's 4300-digit limit, and eight other bugs

#bugsmash #python #go #debugging
12
5
4 min read
TPU Deployments with Gemma 31B, v6e-8, and Antigravity CLI
xbill profile

TPU Deployments with Gemma 31B, v6e-8, and Antigravity CLI

#python #tpu #antigravitycli #gemma4
6
27 min read
26B Gemma 4 QAT Deployment with GCE g2-standard, NVIDIA L4, MCP, and Antigravity CLI
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26B Gemma 4 QAT Deployment with GCE g2-standard, NVIDIA L4, MCP, and Antigravity CLI

#gce #mcps #gemma4 #googleantigravity
8
17 min read
4B Gemma 4 QAT Deployment with GCE, NVIDIA L4, MCP, and Antigravity CLI
xbill profile

4B Gemma 4 QAT Deployment with GCE, NVIDIA L4, MCP, and Antigravity CLI

#gce #4l #qat #mcps
12
20 min read
Porting Gemma-4 (2B / 4B / 12B) to AWS Inferentia2

Mixed attention heads and silent compiler bugs
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Porting Gemma-4 (2B / 4B / 12B) to AWS Inferentia2

#machinelearning #aws #ai #python
10
7
16 min read
Porting Gemma-4 (2B / 4B / 12B) to AWS Inferentia2
xbill profile

Porting Gemma-4 (2B / 4B / 12B) to AWS Inferentia2

#machinelearning #aws #ai #python
1
16 min read
2B Gemma 4 QAT Deployment with GCE, NVIDIA L4, MCP, and Antigravity CLI
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2B Gemma 4 QAT Deployment with GCE, NVIDIA L4, MCP, and Antigravity CLI

#mcps #antigravitycli #gce #gpu
6
15 min read
TPU Deployments with Gemma 31B, v6e-4, and Antigravity CLI
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TPU Deployments with Gemma 31B, v6e-4, and Antigravity CLI

#gemma4 #mcps #tpu #31b
5
26 min read
MCP Configuration for Looker with Claude Code
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MCP Configuration for Looker with Claude Code

#mcps #claudecode #lookml #cli
5
27 min read
GRIND404: I turned my "Passion" for LeetCode into a playable arcade game

DEV Weekend Challenge: Passion Edition Submission
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GRIND404: I turned my "Passion" for LeetCode into a playable arcade game

#showdev #weekendchallenge #googleai #webdev
11
1
3 min read
TPU Deployments with Gemma 26B, v6e-4, and Antigravity CLI
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TPU Deployments with Gemma 26B, v6e-4, and Antigravity CLI

#tpu #gemma #v6e4 #antigravitycli
5
20 min read
Debugging Deployments with Gemma 4B, TPU v6e-1, MCP, and Antigravity CLI
xbill profile

Debugging Deployments with Gemma 4B, TPU v6e-1, MCP, and Antigravity CLI

#antigravitycli #python #mcps #gemma
6
1
20 min read
Debugging Deployments with Gemma 2B, TPU v6e-1, MCP, and Antigravity CLI
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Debugging Deployments with Gemma 2B, TPU v6e-1, MCP, and Antigravity CLI

#mcps #googleantigravity #googletpu #gemma4
6
18 min read
Debugging Deployments with Gemma 4B, TPU v6e-4, MCP, and Antigravity CLI
xbill profile

Debugging Deployments with Gemma 4B, TPU v6e-4, MCP, and Antigravity CLI

#googleantigravity #python #mcps #tpu
6
18 min read
MCP Configuration for Looker with Antigravity CLI
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MCP Configuration for Looker with Antigravity CLI

#looker #lookml #python #antigravitycli
6
14 min read
Omni Flash Preview with Claude Code
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Omni Flash Preview with Claude Code

#cli #googleomni #mcps #python
7
8 min read
Omni Flash Preview with Codex
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Omni Flash Preview with Codex

#omniflash #xcode #aivideogenerator #mcpserver
6
8 min read
Nano Banana 2 Lite with Claude Code
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Nano Banana 2 Lite with Claude Code

#mcps #claudecode #nanobanana #cli
5
6 min read
Nano Banana 2 Lite with Codex
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Nano Banana 2 Lite with Codex

#python #openaicodex #nanobanana #mcps
5
8 min read
Debugging Deployments with Gemma 2B, TPU v6e-4, MCP, and Antigravity CLI
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Debugging Deployments with Gemma 2B, TPU v6e-4, MCP, and Antigravity CLI

#gemma4 #python #tpu #mcps
6
21 min read
Midsommer Madness with WASM, Rust, and Azure Container Apps
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Midsommer Madness with WASM, Rust, and Azure Container Apps

#webassembly #midsommer #azurecontainerapps #azure
6
14 min read
Omni Flash Preview with Kiro
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Omni Flash Preview with Kiro

#gemini #llm #mcp #tutorial
14
11 min read
Omni Flash Preview with Kiro
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Omni Flash Preview with Kiro

#geminiomniflash #mcps #kiro #largelanguagemodels
1
11 min read
Nano Banana 2 Lite with Kiro
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Nano Banana 2 Lite with Kiro

#cli #gemini #mcp #tutorial
11
10 min read
Nano Banana 2 Lite with Kiro
xbill profile

Nano Banana 2 Lite with Kiro

#kiro #agents #mcps #gemini
1
10 min read
Google Omni Flash Preview with MCP and Antigravity CLI
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Google Omni Flash Preview with MCP and Antigravity CLI

#apiinteraction #antigravitycli #agents #mcps
11
11 min read
Nano Banana 2 Lite with MCP, and Antigravity CLI
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Nano Banana 2 Lite with MCP, and Antigravity CLI

#apiinteraction #mcpserver #nanobanana #python
24
10 min read
Debugging Deployments with Gemma 12B, TPU v6e-4, MCP, and Antigravity CLI
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Debugging Deployments with Gemma 12B, TPU v6e-4, MCP, and Antigravity CLI

#mcps #gemma #tpu #benchmark
5
16 min read
Midsommer Madness with WASM, Rust, and AWS LightSail
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Midsommer Madness with WASM, Rust, and AWS LightSail

#awslightsail #antigravitycli #rust #webassembly
14 min read
Midsommer Madness with WASM and Rust
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Midsommer Madness with WASM and Rust

#firebase #webassembly #antigravitycli #rust
30
13 min read
Building a Rust MCP/A2A Currency Agent with AG-UI and Antigravity CLI
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Building a Rust MCP/A2A Currency Agent with AG-UI and Antigravity CLI

#agui #a2ui #mcps #rustprogramminglangu
5
14 min read
MCP Configuration for Google Workspace with Antigravity CLI
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MCP Configuration for Google Workspace with Antigravity CLI

#agenticai #googleoauth #antigravitycli #googleworkspace
5
11 min read
Extending a Rust MCP/A2A Currency Agent with A2UI
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Extending a Rust MCP/A2A Currency Agent with A2UI

#rust #antigravitycli #mcps #a2ui
7
14 min read
12B Gemma 4 Deployment with NVIDIA Blackwell 6000, QAT, MTP, and Antigravity CLI
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12B Gemma 4 Deployment with NVIDIA Blackwell 6000, QAT, MTP, and Antigravity CLI

#speculativedecoding #antigravitycli #qat #blackwell6000
6
17 min read
Serverless Gemma 12B with NVIDIA A100 on Azure Container Apps
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Serverless Gemma 12B with NVIDIA A100 on Azure Container Apps

#qat #gemma4 #mcps #azurecontainerapps
6
20 min read
12B Gemma 4 Deployment with NVIDIA Blackwell 6000, MCP, Cloud Run, and Antigravity CLI
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12B Gemma 4 Deployment with NVIDIA Blackwell 6000, MCP, Cloud Run, and Antigravity CLI

#gemma4 #mcps #antigravity #blackwell
5
14 min read
MTP Speculative Decoding with the 12B Gemma 4 QAT Model on NVIDIA L4, Cloud Run, MCP, and…
xbill profile

MTP Speculative Decoding with the 12B Gemma 4 QAT Model on NVIDIA L4, Cloud Run, MCP, and…

#antigravity #mcps #speculativedecoding #qat
5
18 min read
Serverless Gemma 12B on Azure Container Apps
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Serverless Gemma 12B on Azure Container Apps

#antigravitycli #aca #mcps #azure
5
14 min read
Firebase Midsommer Madnesss with Antigravity CLI

June Solstice Game Jam Submission
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Firebase Midsommer Madnesss with Antigravity CLI

#midsommar #devchallenge #gamechallenge #gamedev
8
11 min read
Debugging Deployments with Gemma 12B, TPU v6e-1, MCP, and Antigravity CLI
xbill profile

Debugging Deployments with Gemma 12B, TPU v6e-1, MCP, and Antigravity CLI

#antigravitycli #gemma4 #mcps #tpu
6
24 min read
Deploying Gemma 12B to Azure with GPU
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Deploying Gemma 12B to Azure with GPU

#qat #gemma4 #mcps #nvidiagpu
6
16 min read
12B Gemma 4 QAT Deployment with GCE, NVIDIA L4, MCP, and Antigravity CLI
xbill profile

12B Gemma 4 QAT Deployment with GCE, NVIDIA L4, MCP, and Antigravity CLI

#mcps #qat #gemma4 #nvidia
6
16 min read
Deploying Gemma 12B to AWS EC2 with NVIDIA L4 and Antigravity CLI
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Deploying Gemma 12B to AWS EC2 with NVIDIA L4 and Antigravity CLI

#aws #nvidial4 #mcps #gemma
8
1
23 min read
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