Fernando Garza@fernandogarzaaa

Ghost Chimera: Bob-to-Ghost Delivery Accelerator shows how IBM Bob can move developers from repository understanding to real software impact faster. IBM Bob analyzed the Ghost Chimera codebase, identified developer bottlenecks, and produced a prioritized backlog covering onboarding friction, test coverage visibility, scattered documentation, repetitive release work, and missing integration tests. Ghost Chimera then turned Bob’s findings into working developer tools: a Bob accelerator report, a coverage visibility reporter, an Architecture Decision Records system, a PR-ready delivery package generator, and judge-facing workflow documentation. The result is a practical workflow where Bob provides repo-aware intelligence and Ghost Chimera packages that intelligence into verifiable development actions. Developers can run the tools locally, inspect coverage gaps, understand architecture decisions, generate a delivery package, and verify the work through automated tests.

Ghost Chimera lets a user create a personalized AI operator, a “Ghost,” that can learn their work style, local context, data, tools, machine, repos, documents, and approved email exports, then act on their behalf through controlled agent workflows. Ghost Chimera is a local-first agent orchestration runtime built around Chimera Pilot — a resource-control layer that compiles natural-language objectives into a task IR, schedules them across registered backends using weighted scoring, enforces safety policy, executes with fallback, and records telemetry. Key capabilities: 27 model providers (OpenAI, Anthropic, Gemini, Groq, Mistral, Ollama, and 21 more) — swap or chain them without rewriting code. 10 Chimera Pilot backends — deterministic, Python, memory retrieval, Gemini reasoning, local GGUF, analytics, simulation, desktop control, MCP, and quantum simulator. Browser console (Ghost Console) — full point-and-click UI with Quick Actions, Skills browser, Run history, live security monitor, cron scheduler, and provider visibility. No terminal needed for day-to-day use. Conservative safety defaults — Python, shell, network, and desktop execution are all off by default. Production mode adds deployment-level guardrails. Personal MiniMind — consent-gated local memory bootstrap with system specs, approved files/email exports, optional whole-machine/email-artifact crawling, MiniMind JSONL dataset generation, and primary-model RAG handoff. Competitive capability intelligence - CLI, console, docs, and eval gates compare Ghost Chimera against Codex, Claude Code, LangGraph, CrewAI, Hermes-style tool gateways, and OpenClaw-style local autonomy patterns.

Ghost Chimera is a local-first agent orchestration runtime built around Chimera Pilot — a resource-control layer that compiles natural-language objectives into a task IR, schedules them across registered backends using weighted scoring, enforces safety policy, executes with fallback, and records telemetry. Key capabilities: 27 model providers (OpenAI, Anthropic, Gemini, Groq, Mistral, Ollama, and 21 more) — swap or chain them without rewriting code. 10 Chimera Pilot backends — deterministic, Python, memory retrieval, Gemini reasoning, local GGUF, analytics, simulation, desktop control, MCP, and quantum simulator. Browser console (Ghost Console) — full point-and-click UI with Quick Actions, Skills browser, Run history, live security monitor, cron scheduler, and provider visibility. No terminal needed for day-to-day use. Conservative safety defaults — Python, shell, network, and desktop execution are all off by default. Production mode adds deployment-level guardrails. Personal MiniMind — consent-gated local memory bootstrap with system specs, approved files/email exports, optional whole-machine/email-artifact crawling, MiniMind JSONL dataset generation, and primary-model RAG handoff. Competitive capability intelligence - CLI, console, docs, and eval gates compare Ghost Chimera against Codex, Claude Code, LangGraph, CrewAI, Hermes-style tool gateways, and OpenClaw-style local autonomy patterns. Automated PR review - deterministic ghostchimera review-pr checks for secrets, destructive commands, missing tests, release-checklist drift, generated artifacts, and unfinished beta code.

Ghost Chimera is a local-first agent orchestration project. It provides a small modular agent stack plus Chimera Pilot, a control-plane layer for compiling objectives into task IR, scheduling backends, calibrating backend health, executing with fallback, validating results, and recording telemetry. Conscious workspace Ghost Chimera includes inspectable consciousness-inspired state primitives: SelfModel for identity, capabilities, limits, and active goals. WorkingMemory for task evidence and reflections. AttentionController for relevance/trust/recency ranking. ReflectionEngine for post-action learning records. These are engineering surfaces for agent state and evaluation. They are not claims of subjective experience.

AI Genesis is a global hybrid hackathon that brings AI builders together from around the world — starting online and culminating live at /function1 AI Conference & Exhibition 2026 in Dubai. 📅Oct 26 – Nov 3, 2026 • Oct 26 – Nov 2: Online build & collaboration All projects must be submitted by end of day on November 2. • Nov 2 (Online + Dubai): An exclusive on-site build day in Dubai for selected participants. • Nov 3 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: If approved for the on-site experience, you’ll also have the opportunity to showcase your project live. Travel and accommodation will not be covered. 🧑🏻‍💻 Secure your spot now, sign up before the Kick-Off Stream!

🌍 Hybrid Hackathon | 💻 Online Build: May 25–30,2026 | 📍 SF Onsite Finale: May 30–31,2026 We’ve unlocked the web for your AI. Now build what wasn’t possible before. Build AI agents with live web data, then join the SF onsite finale at Bright Data’s new Web Data Loft. 🚀 The onsite experience will take place during the opening of Bright Data’s new SF space, The Web Data Loft. 📍 On-site Venue (May 30–31): The Web Data Loft 625 2nd St, San Francisco, CA 🏆 $18,300 cash prize + Bright Data AI Startup Program opportunities 🍕 Free food, drinks, networking, workshops, mentorship, and live demos 🎁 Onsite attendees are automatically entered into a live giveaway for 4 × $100 Amazon gift cards. 🧑‍💻 Apply now to build AI agents powered by real-time web access.

Build solutions that improve how software is built. Work with an AI that understands your codebase, helping you reduce repetitive work and build with real context. ⏳ Build your project in 48 hours. 🚀 Get hands-on with IBM Bob and explore how AI fits into real development workflows before it becomes standard. 💡 Build tools and workflows that developers would actually use. ⭐ Learn directly from experts throughout the event. 🤝 Join a team or build solo. 💰 Prize pool: $10,000 🧑🏻‍💻 Register before the Kick-Off Stream and start building with Bob.

⏱️ Build the next generation of Autonomous Agents in the heart of Europe’s AI Revolution. 📅 May 13 – 20, 2026 May 13 – 19: Online Build Phase. May 19: An exclusive on-site build day at Milan AI Week for selected participants. May 20: Awards Ceremony. 📍On-site Venue (May 19–20): Fiera Milano (Rho), Milan, Italy 🤝 Join solo or with a team. 🎟 FREE Milan AI Week conference ticket included for participants. 💰 $32,000+ prize pool 🧑‍💻 Apply now to turn your autonomous agent into a market-ready enterprise solution.