[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-14a2044487d33f22-embed-shift-left-risk-intelligence-in-ai-coding-wo-summary":3,"summaries-facets-categories":94,"summary-related-14a2044487d33f22-embed-shift-left-risk-intelligence-in-ai-coding-wo-summary":6512},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":72,"extension":73,"faq":71,"featured":74,"kicker_label":71,"meta":75,"navigation":76,"path":77,"published_at":78,"question":71,"scraped_at":79,"seo":80,"sitemap":81,"source_id":82,"source_name":83,"source_type":84,"source_url":85,"stem":86,"tags":87,"thumbnail_url":71,"tldr":91,"tweet":71,"unknown_tags":92,"__hash__":93},"summaries\u002Fsummaries\u002F14a2044487d33f22-embed-shift-left-risk-intelligence-in-ai-coding-wo-summary.md","Embed Shift Left Risk Intelligence in AI Coding Workflows",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",4116,1135,9806,0.00109985,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,36,39],[17,18,20],"h2",{"id":19},"ai-codings-new-risk-equation-demands-proactive-fixes","AI Coding's New Risk Equation Demands Proactive Fixes",[22,23,24],"p",{},"AI-assisted coding generates entire functions, configurations, and infrastructure definitions in seconds, boosting volume and speed but slashing developer familiarity. This creates insecure patterns, vulnerable dependencies, and misconfigurations that compile, pass basic tests, yet accumulate as technical debt—leading to failed PRs, outages, or breaches. Traditional post-hoc scans fail because they lag behind faster iterations, making fixes costlier and disruptive. Effective management shifts from reactive detection to foresight: security must span the full SDLC, surfacing risks as code is typed, pasted, imported, or committed, with contextual explanations and remediations to guide safer choices inline.",[17,26,28],{"id":27},"true-shift-left-builds-developer-foresight-not-friction","True Shift Left Builds Developer Foresight, Not Friction",[22,30,31],{},"Shift Left isn't dumping security on developers—it's a continuous \"security mirror\" providing real-time awareness of downstream impacts during workflows. Embed intelligence where risk emerges: identify risky patterns, unsafe deps, IaC misconfigs, and insecure AI snippets without breaking flow. Outcomes include natural accountability, better collaboration, and risk reduction before it hardens. Pair AI generators (for speed) with code security posture management (guardrails) and risk intelligence (foresight) to let teams ship resilient code faster.",[17,33,35],{"id":34},"three-critical-moments-for-real-time-guardrails","Three Critical Moments for Real-Time Guardrails",[22,37,38],{},"Risk intelligence succeeds only by intervening precisely where code risks form:",[40,41,42,50,56],"ul",{},[43,44,45,49],"li",{},[46,47,48],"strong",{},"IDE (code creation)",": Flags issues during typing\u002Fpasting\u002Fgenerating.",[43,51,52,55],{},[46,53,54],{},"Pull requests (code review)",": Surfaces hidden risks pre-merge.",[43,57,58,61],{},[46,59,60],{},"CI\u002FCD pipeline (code release)",": Ensures secure deployment.\nThis complements AI tools, turning speed into secure velocity across the SDLC.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":34,"depth":64,"text":35},[70],"DevOps & Cloud",null,"Learn more about AI Code-Generation here → https:\u002F\u002Fibm.biz\u002FBdpZqb\n\n⚠️ Is AI code generation putting your software at risk? Patrick Nyeste reveals how code risk intelligence and shift left security can embed real-time guardrails into developer workflows. Learn how AI-assisted coding improves resilience and reduces risks across the SDLC. Watch now to secure your code!\n\nAI news moves fast. Sign up for a monthly newsletter for AI updates from IBM → https:\u002F\u002Fibm.biz\u002FBdpZqp\n\n#riskintelligence #aicoding #shiftleft #sdlc","md",false,{},true,"\u002Fsummaries\u002F14a2044487d33f22-embed-shift-left-risk-intelligence-in-ai-coding-wo-summary","2026-04-07 11:01:18","2026-04-08 14:47:42",{"title":5,"description":72},{"loc":77},"14a2044487d33f22","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=lYDkcC9DDaM","summaries\u002F14a2044487d33f22-embed-shift-left-risk-intelligence-in-ai-coding-wo-summary",[88,89,90],"coding","devops","ai-tools","AI accelerates code generation but introduces risks early; counter by embedding real-time guardrails in IDE, pull requests, and CI\u002FCD for proactive visibility without slowing 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Instead, adopt a \"defense-in-depth\" strategy that treats the agent like a brilliant but inexperienced intern. This requires moving away from blind prompting toward a rigorous, rule-based development lifecycle.",[17,6532,6534],{"id":6533},"enforcing-stability-with-small-batches","Enforcing Stability with Small Batches",[22,6536,6537],{},"Stability is achieved by forcing agents into a strict Test-Driven Development (TDD) loop. By requiring one test per small commit, you achieve two goals:",[40,6539,6540,6546],{},[43,6541,6542,6545],{},[46,6543,6544],{},"Intent Clarification:"," The test acts as a precise specification, preventing the agent from hallucinating features or modifying tests to fit flawed code.",[43,6547,6548,6551],{},[46,6549,6550],{},"Safety Net:"," Small, test-covered batches allow for safe refactoring and make peer review (human or agent-based) significantly more manageable.",[17,6553,6555],{"id":6554},"context-engineering-and-scoping","Context Engineering and Scoping",[22,6557,6558],{},"Avoid \"context collapse\" by providing agents with only the information necessary for the task at hand. Instead of a massive, monolithic system prompt, use:",[40,6560,6561,6576],{},[43,6562,6563,6566,6567,6571,6572,6575],{},[46,6564,6565],{},"Local Context Files:"," Place ",[6568,6569,6570],"code",{},".gemini"," (or equivalent) files in specific directories to enforce local \"house rules\" (e.g., specific auth requirements in an ",[6568,6573,6574],{},"\u002Fauth"," folder).",[43,6577,6578,6581],{},[46,6579,6580],{},"Modular Skills:"," Use specialized plugins that trigger instructions only when relevant, keeping the agent's focus tight and reducing token consumption.",[17,6583,6585],{"id":6584},"hardened-execution-and-verification","Hardened Execution and Verification",[22,6587,6588,6589,6592],{},"Standard Docker containers are insufficient for running untrusted AI-generated code because they share the host kernel. Use sandboxed execution layers like ",[46,6590,6591],{},"gVisor",", which intercept system calls to prevent container escapes.",[22,6594,6595],{},"Beyond execution, verify agent output using a multi-layered approach:",[40,6597,6598,6604,6610],{},[43,6599,6600,6603],{},[46,6601,6602],{},"Deterministic Analysis:"," Continue using traditional SAST (Static Application Security Testing) and SCA (Software Composition Analysis) tools in your CI pipeline. These are faster and more reliable than asking an agent to scan its own dependencies.",[43,6605,6606,6609],{},[46,6607,6608],{},"Adversarial Emulation:"," Use agents to perform \"red teaming\" on your architecture. This helps identify business logic flaws and authorization bypasses that line-by-line analysis tools often miss.",[43,6611,6612,6615],{},[46,6613,6614],{},"Principle of Least Privilege:"," Apply granular OAuth scopes to agent environments and require manual human confirmation for sensitive terminal commands.",{"title":63,"searchDepth":64,"depth":64,"links":6617},[6618,6619,6620,6621],{"id":6526,"depth":64,"text":6527},{"id":6533,"depth":64,"text":6534},{"id":6554,"depth":64,"text":6555},{"id":6584,"depth":64,"text":6585},[110],{"content_references":6624,"triage":6639},[6625,6631,6635],{"type":6626,"title":6627,"publisher":6628,"url":6629,"context":6630},"report","DORA 2025 report","DORA Research Project","https:\u002F\u002Fgoo.gle\u002F4fLryoM","cited",{"type":6632,"title":6633,"publisher":6628,"url":6634,"context":6630},"other","DORA article about pervasive security","https:\u002F\u002Fgoo.gle\u002F45D7WhR",{"type":6636,"title":6591,"url":6637,"context":6638},"tool","https:\u002F\u002Fgvisor.dev\u002F","recommended",{"relevance":6640,"novelty":6641,"quality":6641,"actionability":6640,"composite":6642,"reasoning":6643},5,4,4.55,"Category: AI & LLMs. The article provides a comprehensive framework for securely integrating AI agents into production environments, addressing the audience's need for practical applications in AI development. It offers actionable strategies like enforcing TDD and using sandboxed execution, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002F20f550a15857af69-secure-ai-coding-a-framework-for-production-ready-summary","2026-08-06 16:00:22","2026-08-07 03:11:38",{"title":6515,"description":63},{"loc":6644},"20f550a15857af69","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=WsNABV2QQXI","summaries\u002F20f550a15857af69-secure-ai-coding-a-framework-for-production-ready--summary",[90,88,89,6654],"security","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FWsNABV2QQXI\u002Fhqdefault.jpg","To use AI agents securely, treat them like junior developers: enforce small, test-driven batches, provide scoped context, use hardened sandboxing, and verify output with traditional security tooling.","This video outlines a workflow for securing AI-assisted coding by treating agents like junior developers who require strict boundaries. It emphasizes using test-driven development (TDD) for small code batches, enforcing security rules via context files, and using external tools for verification rather than relying on the agent's own output.",[6654],"EyWbX1qOs9-weRPj34kYyvxoXlGsQ2MDpRcHoKSLHF4",{"id":6661,"title":6662,"ai":6663,"body":6668,"categories":6696,"created_at":71,"date_modified":71,"description":63,"extension":73,"faq":71,"featured":74,"kicker_label":71,"meta":6697,"navigation":76,"path":6703,"published_at":6704,"question":71,"scraped_at":6705,"seo":6706,"sitemap":6707,"source_id":6708,"source_name":6709,"source_type":6710,"source_url":6711,"stem":6712,"tags":6713,"thumbnail_url":71,"tldr":6714,"tweet":71,"unknown_tags":6715,"__hash__":6716},"summaries\u002Fsummaries\u002Fda7ea8d10a94837d-ai-code-speed-trap-become-a-better-vibe-coder-summary.md","AI Code Speed Trap: Become a Better Vibe Coder",{"provider":7,"model":8,"input_tokens":6664,"output_tokens":6665,"processing_time_ms":6666,"cost_usd":6667},3865,1280,11832,0.00090615,{"type":14,"value":6669,"toc":6691},[6670,6674,6677,6681,6684,6688],[17,6671,6673],{"id":6672},"ais-speed-illusion-crushes-productivity","AI's Speed Illusion Crushes Productivity",[22,6675,6676],{},"AI coding assistants let you build galaxy-sized codebases in hours, but raw speed—claimed at 10000x—doesn't equal productivity. Blindly trusting generated code piles up technical debt, like highway drivers causing jams. The real differentiator is your interaction style with AI, categorized into three vibe coder types that predict smooth delivery or failure.",[17,6678,6680],{"id":6679},"vibe-coder-type-1-the-demanding-child","Vibe Coder Type 1: The Demanding Child",[22,6682,6683],{},"This coder treats AI like a magic wand: issues vague orders without caring about the 'how,' waits passively, then rages and reprompts if output falls short. Result? Inefficient loops, no learning, and brittle code. Fix by shifting to curious, iterative prompting that builds understanding—ask why code works, test edge cases, and refine based on mechanics, not tantrums.",[17,6685,6687],{"id":6686},"escaping-vibe-coding-pitfalls","Escaping Vibe Coding Pitfalls",[22,6689,6690],{},"Vibe coding risks over-reliance on AI without oversight, turning fast generation into slow debugging marathons. Successful coders review, refactor, and integrate AI output critically, treating it as a junior dev needing guidance. Though only one type is detailed here, the framework urges self-audit: if you're screaming at prompts, you're the Demanding Child—upgrade to ensure AI accelerates real progress, not just keystrokes. Content cuts off before full types, but core lesson holds: style your AI sessions for ownership, not outsourcing.",{"title":63,"searchDepth":64,"depth":64,"links":6692},[6693,6694,6695],{"id":6672,"depth":64,"text":6673},{"id":6679,"depth":64,"text":6680},{"id":6686,"depth":64,"text":6687},[100],{"content_references":6698,"triage":6699},[],{"relevance":6641,"novelty":6700,"quality":6641,"actionability":6641,"composite":6701,"reasoning":6702},3,3.8,"Category: AI & LLMs. The article discusses the pitfalls of relying too heavily on AI coding tools, addressing a specific pain point for developers who may struggle with technical debt from rapid code generation. It provides actionable advice on improving interaction with AI tools, which is relevant for the target audience.","\u002Fsummaries\u002Fda7ea8d10a94837d-ai-code-speed-trap-become-a-better-vibe-coder-summary","2026-05-03 07:34:25","2026-05-03 17:00:59",{"title":6662,"description":63},{"loc":6703},"da7ea8d10a94837d","Towards AI","article","https:\u002F\u002Fpub.towardsai.net\u002Fare-you-a-vibe-coder-366b004e1d1b?source=rss----98111c9905da---4","summaries\u002Fda7ea8d10a94837d-ai-code-speed-trap-become-a-better-vibe-coder-summary",[90,88],"AI tools generate code 10000x faster, but speed alone creates technical debt—your 'vibe coder' type, like the Demanding Child who demands magic without understanding, determines if you ship reliably.",[],"pn4GNOtExTT7lBPrq8OTTz1rfEmPeo78XDFJLPzzOTQ",{"id":6718,"title":6719,"ai":6720,"body":6725,"categories":6846,"created_at":71,"date_modified":71,"description":63,"extension":73,"faq":71,"featured":74,"kicker_label":71,"meta":6847,"navigation":76,"path":6856,"published_at":6857,"question":71,"scraped_at":6857,"seo":6858,"sitemap":6859,"source_id":6860,"source_name":6861,"source_type":6710,"source_url":6862,"stem":6863,"tags":6864,"thumbnail_url":71,"tldr":6866,"tweet":71,"unknown_tags":6867,"__hash__":6868},"summaries\u002Fsummaries\u002F4a3442a5ca8c1935-custom-elevated-sandbox-enables-safe-codex-on-wind-summary.md","Custom Elevated Sandbox Enables Safe Codex on Windows",{"provider":7,"model":8,"input_tokens":6721,"output_tokens":6722,"processing_time_ms":6723,"cost_usd":6724},8671,1926,24099,0.00219035,{"type":14,"value":6726,"toc":6840},[6727,6731,6734,6738,6779,6783,6830,6834],[17,6728,6730],{"id":6729},"windows-isolation-shortfalls-demand-custom-sandbox","Windows Isolation Shortfalls Demand Custom Sandbox",[22,6732,6733],{},"Existing Windows tools fail for AI coding agents like Codex, which drive open-ended developer workflows (shells, Git, Python, builds). AppContainer suits scoped apps but not dynamic agent binaries. Windows Sandbox offers VM isolation but requires host\u002Fguest bridging and excludes Home SKUs, blocking direct workspace access. Mandatory Integrity Control (MIC) labels workspaces low-integrity, exposing them to all low-trust processes—not just Codex—risking broader compromise. Result: Codex defaults force users to approve every command (inefficient) or enable full access (unsafe). Solution: Build OS-enforced sandbox with file write limits to workspace (current directory + config.toml writable_roots), read access matching user, and no outbound network unless approved.",[17,6735,6737],{"id":6736},"unelevated-prototype-uses-sids-and-restricted-tokens-for-granular-writes","Unelevated Prototype Uses SIDs and Restricted Tokens for Granular Writes",[22,6739,6740,6741,6744,6745,6748,6749,6748,6752,6755,6756,6758,6759,6761,6762,6748,6765,6748,6768,6748,6771,6774,6775,6778],{},"First prototype avoids admin elevation by creating synthetic ",[6568,6742,6743],{},"sandbox-write"," SID, granting it write\u002Fexecute\u002Fdelete on workspace and denying on ",[6568,6746,6747],{},".git",", ",[6568,6750,6751],{},".codex",[6568,6753,6754],{},".agents",". Launches commands under write-restricted token requiring dual checks: normal user ACL + ",[6568,6757,6743],{}," SID access (restricted list: Everyone, session SID, ",[6568,6760,6743],{},"). This enforces writes only where intended without modifying host broadly. Network limits use advisory env vars: ",[6568,6763,6764],{},"HTTPS_PROXY=http:\u002F\u002F127.0.0.1:9",[6568,6766,6767],{},"ALL_PROXY=http:\u002F\u002F127.0.0.1:9",[6568,6769,6770],{},"GIT_HTTPS_PROXY=http:\u002F\u002F127.0.0.1:9",[6568,6772,6773],{},"GIT_SSH_COMMAND=cmd \u002Fc exit 1",", plus ",[6568,6776,6777],{},"denybin"," PATH stubs for SSH\u002FSCP. Tradeoffs: Slow ACL setup on large dirs, hard to reconfigure, weak network (bypassable by custom sockets or non-proxy tools). Firewall infeasible unelevated—can't target restricted tokens or child processes like Git\u002FPython.",[17,6780,6782],{"id":6781},"elevated-redesign-leverages-dedicated-users-and-firewall-for-strong-isolation","Elevated Redesign Leverages Dedicated Users and Firewall for Strong Isolation",[22,6784,6785,6786,6789,6790,6793,6794,6797,6798,6748,6801,6748,6804,6807,6808,6811,6812,6815,6816,6819,6820,6748,6823,6748,6826,6829],{},"Shift to elevation at setup creates local users ",[6568,6787,6788],{},"CodexSandboxOffline"," (firewall-blocked) and ",[6568,6791,6792],{},"CodexSandboxOnline"," (network-allowed), with encrypted DPAPI credentials. Setup binary ",[6568,6795,6796],{},"codex-windows-sandbox-setup.exe"," handles: synthetic SID, users, firewall rules blocking all outbound for Offline user, async read ACLs on dirs like ",[6568,6799,6800],{},"C:\\Users\\\u003Cuser>",[6568,6802,6803],{},"C:\\Windows",[6568,6805,6806],{},"C:\\Program Files",". Command flow splits: ",[6568,6809,6810],{},"codex.exe"," launches ",[6568,6813,6814],{},"codex-command-runner.exe"," as sandbox user via ",[6568,6817,6818],{},"CreateProcessWithLogonW","; runner creates restricted token (same SID list) on sandbox side using ",[6568,6821,6822],{},"OpenProcessToken",[6568,6824,6825],{},"CreateRestrictedToken",[6568,6827,6828],{},"CreateProcessAsUserW"," for child. Ensures read equivalence to real user, write restrictions, and per-session firewall scoping without blocking all Python\u002FGit globally. Setup once, then frictionless: agents run tests, edit files, Git branch in workspace without net exfil or stray writes.",[17,6831,6833],{"id":6832},"safety-usability-balance-matches-macoslinux-sandboxes","Safety-Usability Balance Matches macOS\u002FLinux Sandboxes",[22,6835,6836,6837,6839],{},"Final multi-binary architecture (",[6568,6838,6810],{},", setup.exe, runner.exe, child) mirrors macOS Seatbelt\u002F.sbpl and Linux seccomp\u002Fbubblewrap: OS primitives for process tree isolation. Complexity earned—each layer solves privilege walls, token boundaries, async costs—yielding production sandbox where agents act like developers (full reads, targeted writes) but can't escape bounds. Users avoid tedious approvals or risky full access, matching cross-platform delight.",{"title":63,"searchDepth":64,"depth":64,"links":6841},[6842,6843,6844,6845],{"id":6729,"depth":64,"text":6730},{"id":6736,"depth":64,"text":6737},{"id":6781,"depth":64,"text":6782},{"id":6832,"depth":64,"text":6833},[70],{"content_references":6848,"triage":6853},[6849],{"type":6636,"title":6850,"url":6851,"context":6852},"Codex","https:\u002F\u002Fopenai.com\u002Fcodex\u002F","mentioned",{"relevance":6641,"novelty":6700,"quality":6641,"actionability":6700,"composite":6854,"reasoning":6855},3.6,"Category: AI & LLMs. The article discusses a custom sandbox solution for Codex on Windows, addressing specific pain points related to security and usability for AI coding agents. It provides a detailed overview of the sandbox's architecture, which is relevant for developers looking to implement AI tools safely.","\u002Fsummaries\u002F4a3442a5ca8c1935-custom-elevated-sandbox-enables-safe-codex-on-wind-summary","2026-05-13 19:01:08",{"title":6719,"description":63},{"loc":6856},"4a3442a5ca8c1935","OpenAI News","https:\u002F\u002Fopenai.com\u002Findex\u002Fbuilding-codex-windows-sandbox","summaries\u002F4a3442a5ca8c1935-custom-elevated-sandbox-enables-safe-codex-on-wind-summary",[6865,89,90],"agents","OpenAI built a custom Windows sandbox for Codex using dedicated users, restricted tokens, firewall rules, and multi-binary setup to limit writes to workspace, block outbound network by default, and grant user-like reads without constant approvals.",[],"12ruRo00cZWNKfq-h3jFzRmeUgZDzM6fv_6K8x5Hb6o",{"id":6870,"title":6871,"ai":6872,"body":6877,"categories":6905,"created_at":71,"date_modified":71,"description":63,"extension":73,"faq":71,"featured":74,"kicker_label":71,"meta":6906,"navigation":76,"path":6907,"published_at":6908,"question":71,"scraped_at":71,"seo":6909,"sitemap":6910,"source_id":6911,"source_name":6709,"source_type":6710,"source_url":6912,"stem":6913,"tags":6914,"thumbnail_url":71,"tldr":6916,"tweet":71,"unknown_tags":6917,"__hash__":6918},"summaries\u002Fsummaries\u002Fclaude-flags-for-reliable-cca-ci-cd-pipelines-summary.md","Claude Flags for Reliable CCA CI\u002FCD Pipelines",{"provider":7,"model":8,"input_tokens":6873,"output_tokens":6874,"processing_time_ms":6875,"cost_usd":6876},3669,1140,6921,0.00128115,{"type":14,"value":6878,"toc":6900},[6879,6883,6886,6890,6893,6897],[17,6880,6882],{"id":6881},"essential-flags-for-non-interactive-claude-pipelines","Essential Flags for Non-Interactive Claude Pipelines",[22,6884,6885],{},"Run Claude Code in CI\u002FCD without user input using the -p flag for piped input, --bare to strip ANSI colors and metadata, and --output-format json for machine-parseable structured responses. These ensure pipelines process prompts from stdin and output clean JSON, preventing interactive hangs that fail automation.",[17,6887,6889],{"id":6888},"pitfalls-that-derail-exam-scenarios","Pitfalls That Derail Exam Scenarios",[22,6891,6892],{},"Missing -p causes interactive mode failures; avoid Batch API misuse (it's async and unsuitable for sync CI\u002FCD) and regex parsing of unstructured output, which breaks on variations. Instead, enforce JSON format and schema validation to guarantee parseability.",[17,6894,6896],{"id":6895},"production-patterns-with-cost-controls","Production Patterns with Cost Controls",[22,6898,6899],{},"Build validation-retry loops: parse JSON, validate against schemas, retry on errors. Apply to automated code reviews, test generation, and remediation. Optimize costs via prompt caching for repeated prefixes and select sync APIs over Batch for immediate feedback in pipelines.",{"title":63,"searchDepth":64,"depth":64,"links":6901},[6902,6903,6904],{"id":6881,"depth":64,"text":6882},{"id":6888,"depth":64,"text":6889},{"id":6895,"depth":64,"text":6896},[70],{},"\u002Fsummaries\u002Fclaude-flags-for-reliable-cca-ci-cd-pipelines-summary","2026-04-08 21:21:20",{"title":6871,"description":63},{"loc":6907},"05b4995f78370e7a","https:\u002F\u002Funknown","summaries\u002Fclaude-flags-for-reliable-cca-ci-cd-pipelines-summary",[89,90,6915],"llm","For CCA exam CI\u002FCD, use -p, --bare, --output-format json flags on Claude Code for non-interactive runs; validate JSON outputs with schemas, add retry loops, and enable prompt caching to avoid hangs and control costs.",[],"OoUjR_Sa8M3CQgg5u6_dyhpCfUjvc6-wgtQQDTfZTmk"]