Build a Nanobot-Style AI Agent in Google Colab with Tool Calling, Session Memory, Skills, and MCP Servers

import subprocess, sys def _pip_install(*pkgs): try: subprocess.run([sys.executable, “-m”, “pip”, “install”, “-q”, *pkgs], check=True) except Exception as e: print(f”(pip install skipped/failed for {pkgs}: {e})”) _HAVE_OPENAI = False try: import openai _HAVE_OPENAI = True except Exception: _pip_install(“openai>=1.0.0”) try: import openai _HAVE_OPENAI = True except Exception: _HAVE_OPENAI = False try: import nest_asyncio nest_asyncio.apply() except Exception: try: _pip_install(“nest_asyncio”) import…

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Building Supervised Fine-Tuning Data from NVIDIA Open-SWE-Traces: Trajectory Parsing, Patch Analysis, Token Budgets, and Tool-Use Metrics

banner(“STEP 3 — Building the analysis DataFrame”) def process_example(ex): traj = normalize_trajectory(ex.get(“trajectory”)) rc = role_counts(traj) nf, add, dele, _files, _exts = parse_patch(ex.get(“model_patch”)) meta = normalize_metadata(ex.get(“metadata”)) full_text = “\n”.join(message_text(m) for m in traj) return { “instance_id”: ex.get(“instance_id”), “repo”: ex.get(“repo”), “language”: (ex.get(“language”) or “unknown”).lower(), “license”: ex.get(“license”), “resolved”: ex.get(“resolved”), “agent”: ex.get(“_agent”), “model”: ex.get(“_model”), “n_messages”: len(traj), “n_system”: rc.get(“system”, 0),…

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Corgi, the buzzy Y Combinator-backed insurance tech startup, says it didn’t steal an open source product

Y Combinator-backed insurance tech startup Corgi became embroiled in yet another controversy earlier this week when Papermark, maker of open source data room software, accused Corgi of stealing its software and passing it off as its own. Corgi denies this, telling TechCrunch. “No code was used from Papermark.” But there were reasons why people believed…

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Perplexity Launches Computer for Counsel: A Multi-Model Agentic Layer for Legal Workflows

Perplexity launched Computer for Counsel. It is an agentic AI system built for legal teams. The product extends Perplexity Computer, the company’s LLM-agnostic agentic system. It is available now to Perplexity Enterprise and Max subscribers. Lawyers lose hours to administrative work. Computer for Counsel targets that work directly. Nearly 75% of lawyers call administrative tasks…

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Novak Djokovic has a brand new job — advisor to personal fairness agency Normal Atlantic

Novak Djokovic has a brand new job — advisor to personal fairness agency Normal Atlantic

Normal Atlantic has tapped tennis legend Novak Djokovic to function a worldwide strategic advisor, the place, according to a press release, he “will work carefully with the agency’s management, portfolio corporations, and traders, bringing views on management, resilience, and innovation that replicate Normal Atlantic’s dedication to excellence.” The information comes simply days earlier than Djokovic…

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