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AI & Engineering Notes

What changed in AI, and why it matters for builders.

I write about AI product shifts, model platforms, developer tooling, and the practical implications behind fast-moving industry news.

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AI DailyJul 21, 20261 min read

AI Daily - 2026-07-21: GitHub makes code quality a first-class AI gate

GitHub moved Code Quality into general availability, turning AI-assisted detection, autofix, coverage gates, and org-wide dashboards into a paid workflow layer.

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AI DailyJul 20, 20261 min read

AI Daily - 2026-07-20: Pydantic AI makes agent cache efficiency visible

Pydantic AI’s July 17 to July 18 releases surfaced cache-hit telemetry, cleaner span controls, and richer runtime events that make production agent behavior easier to measure.

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AI DailyJul 19, 20262 min read

AI Daily - 2026-07-19: GitHub turns Copilot code review into a governed runtime

GitHub added branch-testable instructions, review-specific setup steps, firewall defaults, and separate runner controls to Copilot code review.

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AI DailyJul 18, 20262 min read

AI Daily - 2026-07-18: Vercel brings Slack's native agent UX to Chat SDK

Vercel's Chat SDK now supports Slack's native agent messaging UX, making prompts, status states, and feedback controls much easier to ship inside Slack.

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AI DailyJul 17, 20261 min read

AI Daily - 2026-07-17: Google adds Parallel web grounding to Gemini agents

Google added Parallel Web Search as a native grounding option in Gemini Enterprise Agent Platform, giving agent builders more control over live web retrieval, citations, and sensitive-workload deployment.

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AI DailyJul 15, 20262 min read

AI Daily - 2026-07-15: OpenAI turns its Node SDK into a better streaming runtime

OpenAI’s July 15 Asia/Shanghai Node SDK release adds async event iterators, stream-native file uploads, and better tool-run context, making JavaScript agent apps easier to wire into real product flows.

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AI DailyJul 14, 20262 min read

AI Daily - 2026-07-14: Pydantic AI makes agent budgets visible to tools

Pydantic AI’s July 11 release gives tools and capabilities direct access to run usage limits, pushing budget-aware agent behavior into the framework instead of custom app glue.

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AI DailyJul 13, 20262 min read

AI Daily - 2026-07-13: OpenAI pushes managed multi-agent orchestration into its SDK

OpenAI’s July 11 Agents SDK release makes managed multi-agent coordination feel less like custom glue code and more like a default product path.

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AI DailyJul 12, 20261 min read

AI Daily - 2026-07-12: LangChain makes prompt caching an explicit app control

LangChain's July 10 releases add explicit OpenAI prompt caching support, giving builders more direct control over latency and cost in GPT-5.6-era workflows.

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AI DailyJul 11, 20262 min read

AI Daily - 2026-07-11: GitHub makes Copilot telemetry enterprise-manageable

GitHub now lets enterprises route Copilot OpenTelemetry data to an approved collector from managed settings, turning developer AI usage into a governed observability stream.

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AI DailyJul 10, 20261 min read

AI Daily - 2026-07-10: OpenAI pushes GPT-5.6 Sol into developer defaults

OpenAI’s July 9 releases across Node, Python, and Agents SDKs suggest GPT-5.6 Sol is becoming the practical default path for builders shipping deeper reasoning workflows.

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AI DailyJul 9, 20261 min read

AI Daily - 2026-07-09: Pydantic AI makes agent telemetry and file-aware tools more practical

Pydantic AI's latest releases add time-to-first-token tracking, file support for code execution, and faster model/provider coverage for production agents.

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AI DailyJul 8, 20261 min read

AI Daily - 2026-07-08: OpenAI makes realtime voice agents the default SDK path

OpenAI’s July 7 Agents SDK release switches RealtimeAgent to gpt-realtime-2.1, signaling a more productized default for voice-driven agent apps.

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AI DailyJul 7, 20261 min read

AI Daily - 2026-07-07: Vercel hardens AI SDK 7 for production agents

Vercel’s July 6 AI SDK releases tighten approval tracking and streamed tool-result handling, which matters for teams shipping real agent workflows.

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AI DailyJul 6, 20261 min read

AI Daily - 2026-07-06: LiteLLM turns model gateways into agent control planes

LiteLLM’s July 4 release shows gateway products absorbing provider API changes, managed-agent support, and admin-grade MCP controls in one layer.

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AI DailyJul 5, 20262 min read

AI Daily - 2026-07-05: Pydantic AI makes agent evals a first-class product

Pydantic AI's July 3 to 4 releases push agent evaluation from ad hoc prompts toward a clearer product workflow for testing quality, tools, and traces.

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AI DailyJul 4, 20262 min read

AI Daily - 2026-07-04: Cloudflare gives publishers a dashboard for AI crawler economics

Cloudflare's July 1 launch gives site owners clearer data on AI crawler traffic and new ways to decide which bots deserve access.

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AI DailyJul 2, 20262 min read

AI Daily - 2026-07-02: GitHub makes Copilot see and drive the browser

GitHub's July 1 Copilot updates turn the coding assistant into a more practical web agent with built-in browser control and general-availability vision support.

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AI DailyJul 1, 20261 min read

AI Daily - 2026-07-01: Google makes agent orchestration a Go product

Google's June 30 ADK Go 2.0 release turns graph workflows, multi-agent routing, and human approvals into a more production-ready Go framework.

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AI DailyJun 29, 20261 min read

AI Daily - 2026-06-29: Anthropic raises Claude API limits and simplifies tiers

Anthropic's June 26 API update raises Claude rate limits, collapses access into Start, Build, and Scale tiers, and changes how prompt caching counts toward throughput.

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AI DailyJun 28, 20262 min read

AI Daily - 2026-06-28: OpenAI previews GPT-5.6 with ultra subagents

OpenAI's June 26 GPT-5.6 preview pairs deeper reasoning, subagent workflows, and a phased safety-gated rollout across API and Codex.

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AI DailyJun 25, 20262 min read

AI Daily - 2026-06-25: GitHub lets Copilot app run your own models

GitHub Copilot app now supports BYOK model providers, making local, enterprise, and OpenAI-compatible agent sessions easier to route through existing AI infrastructure.

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AI DailyJun 24, 20262 min read

AI Daily - 2026-06-24: Google makes Interactions API the default for Gemini apps

Google moved Gemini development to a single GA Interactions API with server-side state, background jobs, and managed agents for new projects.

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AI DailyJun 11, 20262 min read

AI Daily - 2026-06-11: Claude Fable 5 makes agentic coding more deployable

Anthropic's June 9 release of Claude Fable 5 gives teams a clearer production target for long-running coding agents, with explicit fallback, pricing, and safety behavior.

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AI DailyJun 9, 20261 min read

AI Daily - 2026-06-09: OpenEnv pushes agentic RL toward a shared standard

Hugging Face moved OpenEnv under a broader committee and narrowed it into a protocol layer for training and deploying tool-using agents.

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AI DailyJun 8, 20261 min read

AI Daily - 2026-06-08: LangChain makes streaming agents less brittle

LangChain core 1.4.1 fixes reasoning, tool call, and message round trip gaps that often show up first in real streaming agent UIs.

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AI DailyJun 6, 20261 min read

AI Daily - 2026-06-06: GitHub Copilot gets deeper repo and PR context

GitHub's June 4 Copilot release adds 1M-token context, configurable reasoning, and richer pull request chat.

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AI DailyJun 5, 20262 min read

AI Daily - 2026-06-05: Codex moves beyond coding

OpenAI expanded Codex with role-specific plugins, sharable Sites, and annotations, pushing it from a coding tool toward a broader team workflow platform.

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AI DailyJun 4, 20261 min read

AI Daily - 2026-06-04: Codex expands beyond coding

OpenAI just turned Codex into a broader workspace tool with role-specific plugins, shareable Sites, and in-place annotations.

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AI DailyJun 2, 20262 min read

AI Daily - 2026-06-02: Google AI Studio looks ready for real app workflows

Google's latest AI Studio signal is practical: prompt-built apps, browser testing, and a faster handoff from prototype to product.

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AI DailyMay 29, 20263 min read

AI Daily - 2026-05-29: Claude Opus 4.8 makes coding agents more practical

Anthropic shipped Claude Opus 4.8 with stronger coding judgment, effort controls, and dynamic workflows that push Claude Code toward codebase-scale automation.

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AI DailyMay 28, 20262 min read

AI Daily - 2026-05-28: Copilot Studio grows into enterprise automation

Microsoft’s latest Copilot Studio update pushes AI agents closer to production work with GA computer use, agent-first workflows, and more standardized integrations.

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AI DailyMay 27, 20261 min read

AI Daily - 2026-05-27: GitHub Copilot gets tighter memory controls

GitHub shipped new Copilot Memory controls and targeted model rules, making AI coding workflows easier to govern.

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AI DailyMay 26, 20261 min read

AI Daily - 2026-05-26: ChatGPT turns publisher feeds into product

OpenAI’s new Brazil publisher deal shows AI products are competing on licensed freshness, attribution, and local trust.

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AI DailyMay 25, 20262 min read

AI Daily - 2026-05-25: Claude turns AppSec into a triage problem

Anthropic's latest Glasswing update shows AI vulnerability discovery is scaling faster than human verification, shifting the bottleneck for security teams.

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AI DailyMay 21, 20262 min read

AI Daily - 2026-05-21: OpenAI makes AI image provenance verifiable

OpenAI now pairs C2PA credentials, SynthID watermarks, and a public verifier for AI-generated images, while Google expands provenance checks into Search and Chrome.

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AI DailyMay 20, 20262 min read

AI Daily - 2026-05-20: Google makes AI Studio a prompt-to-production agent builder

Google I/O 2026 introduced Managed Agents in the Gemini API and tighter AI Studio-to-production workflows for builders.

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AI DailyMay 19, 20262 min read

AI Daily - 2026-05-19: GitHub standardizes Copilot on GPT-5.3-Codex

GitHub has now made GPT-5.3-Codex the default Copilot model for Business and Enterprise, adding a clearer long-term support story for teams adopting AI coding tools.

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AI DailyMay 17, 20262 min read

AI Daily - 2026-05-17: Codex goes mobile

OpenAI brought Codex to the ChatGPT mobile app and paired it with remote SSH, hooks, and access tokens for longer-running developer workflows.

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AI DailyMay 16, 20263 min read

AI Daily - 2026-05-16: Codex goes mobile for long-running dev work

OpenAI added Codex to the ChatGPT mobile app, turning coding agents into something you can steer from anywhere.

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AI DailyMay 15, 20262 min read

AI Daily - 2026-05-15: Anthropic packages Claude into small-business workflows

Anthropic's new Claude for Small Business turns Claude Cowork into a prebuilt operator for payroll, invoicing, CRM, and content work across the SaaS stack small teams already use.

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AI DailyMay 14, 20262 min read

AI Daily - 2026-05-14: Anthropic packages AI workflows for small businesses

Anthropic's Claude for Small Business turns AI adoption into prebuilt, approval-based workflows across QuickBooks, PayPal, HubSpot, and Canva.

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AI DailyMay 13, 20262 min read

AI Daily - 2026-05-13: OpenAI turns deployment into the product

OpenAI’s new Deployment Company suggests the next AI moat is operational rollout, not just model quality.

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AI DailyMay 11, 20262 min read

AI Daily - 2026-05-12: OpenAI turns AI deployment into the product

OpenAI’s new Deployment Company suggests the next AI moat is shipping reliable workflow-specific systems, not just better models.

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AI DailyMay 7, 20262 min read

AI Daily - 2026-05-07: GPT-5.5 Instant becomes ChatGPT default

OpenAI replaced ChatGPT's default model with GPT-5.5 Instant, improving factuality, brevity, and personalization for everyday use.

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AI DailyMay 6, 20261 min read

AI Daily - 2026-05-06: GPT-5.5 Instant upgrades default ChatGPT

OpenAI replaced ChatGPT’s default model with GPT-5.5 Instant, tightening everyday answers and adding stronger personalization for paid web users.

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AI DailyMay 5, 20262 min read

AI Daily - 2026-05-05: Gemini API webhooks cut the polling tax

Google added Gemini API webhooks for batch, interaction, and video jobs, making long-running agent workflows easier to operate and cheaper to monitor.

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AI DailyMay 3, 20262 min read

AI Daily - 2026-05-03: OpenAI hardens ChatGPT accounts

OpenAI rolled out Advanced Account Security, adding passkeys, stricter recovery, and better session controls for ChatGPT and Codex accounts.

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AI DailyMay 2, 20261 min read

AI Daily - 2026-05-02: Copilot brings cloud agents into Visual Studio

GitHub and Microsoft just turned Visual Studio into a front-end for remote coding agents, portable agent configs, and runtime-aware debugging workflows.

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AI DailyMay 1, 20262 min read

AI Daily - 2026-05-01: GitHub Copilot pricing flips to usage-based

GitHub is moving Copilot to token-based AI Credits on June 1, and Copilot code review on private repos will also start consuming GitHub Actions minutes.

AgentsInfraModels
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AI DailyApr 30, 20262 min read

AI Daily - 2026-04-30: OpenAI lands on Bedrock

OpenAI and AWS just made it easier to run frontier models, Codex, and managed agents inside existing Amazon Bedrock controls.

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AI DailyApr 29, 20261 min read

AI Daily - 2026-04-29: Claude moves into creative tools

Anthropic's new connector push puts Claude inside design, 3D, and music workflows instead of beside them.

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AI DailyApr 28, 20262 min read

AI Daily - 2026-04-28: GitHub makes Copilot usage-based

GitHub will move Copilot to token-based AI Credits on June 1, and Copilot code review on private repos will also start consuming GitHub Actions minutes.

AgentsInfraModels
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AI DailyApr 27, 20262 min read

AI Daily - 2026-04-27: GitHub Copilot doubles down on editor-native agents

GitHub rolled out GPT-5.5 in Copilot and brought inline agent mode to JetBrains, tightening the loop between stronger models and in-editor execution.

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AI DailyApr 26, 20262 min read

AI Daily - 2026-04-26: GPT-5.5 lands in the API

OpenAI turned GPT-5.5 from a launch announcement into an API-ready model within a day, which matters because the upgrade is about persistence, tool use, and token efficiency for real engineering work rather than just headline benchmarks.

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AI DailyMar 30, 20261 min read

AI Daily - 2026-03-30: AI product teams are prioritizing runtime correctness over raw feature count

Fresh releases across LangChain, Ollama, and llama.cpp show a clear shift toward reliability, attribution, and inference efficiency that directly impacts shipped AI UX.

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AI DailyMar 26, 20261 min read

AI Daily - 2026-03-26: SDKs are converging on agent reliability at runtime

OpenAI Node, LangChain OpenRouter, and llama.cpp shipped same-day updates that tighten streaming, schema correctness, and local runtime stability.

OpenAIAgentsInfra
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AI DailyMar 25, 20261 min read

AI Daily - 2026-03-25: Agent stacks are hardening around OpenAI Responses

LangChain’s March 23-24 releases focused on OpenAI Responses compatibility and safer prompt persistence, signaling a shift from feature racing to production hardening.

OpenAIAgentsInfra
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AI DailyMar 23, 20262 min read

AI Daily - 2026-03-23: vLLM 0.18.0 pushes inference from model hosting to platform ops

vLLM’s latest release adds gRPC serving, GPU-less multimodal preprocessing, and stronger KV/offloading controls, signaling a shift from raw model speed to production-grade inference architecture.

AgentsInfraSecurity
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AI DailyMar 21, 20261 min read

AI Daily - 2026-03-21: Inference stacks race on reliability and throughput

vLLM, Ollama, and llama.cpp shipped important serving and reliability updates in the last 72 hours, tightening the loop between performance, local tooling, and production safety.

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AI DailyMar 20, 20261 min read

AI Daily - 2026-03-20: Product teams are shipping reliability controls, not just smarter models

OpenAI’s March 17-19 ChatGPT changes and DeepMind’s new AGI benchmark framework show the market shifting from raw model launches to production reliability, controllability, and measurable progress.

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AI DailyMar 19, 20261 min read

AI Daily - 2026-03-19: Agent tooling meets real-world user demand

Google’s Gemini API adds multi-tool orchestration while Anthropic’s 81,000-user study clarifies what production AI users actually need next.

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AI DailyMar 18, 20261 min read

AI Daily - 2026-03-18: GPT-5.4 mini/nano turn frontier quality into high-volume defaults

OpenAI shipped GPT-5.4 mini and nano to API users, then retargeted gpt-5.3-chat-latest, signaling faster routing choices for product teams.

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AI DailyMar 17, 20262 min read

AI Daily - 2026-03-17: smaller models, faster agents, real-world loops

Mistral, H Company, and NVIDIA all shipped the same message this week: AI products are converging on fewer models, faster agent runtimes, and stronger real-world data loops.

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AI DailyMar 16, 20261 min read

AI Daily - 2026-03-16: ChatGPT’s GPT-5.1 retirement resets model defaults

OpenAI retired GPT-5.1 in ChatGPT and moved users to GPT-5.3 Instant and GPT-5.4 Thinking/Pro, signaling a faster model cadence and clearer product tiers.

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AI DailyMar 14, 20263 min read

AI Daily - March 14, 2026: Browsers, spreadsheets, and stronger guardrails

Google is bringing Gemini deeper into Chrome, OpenAI is buying Promptfoo and pushing into Excel, Microsoft is widening enterprise model choice, and Anthropic is shaping AI-era security disclosure.

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AI DailyMar 11, 20263 min read

AI Daily - March 11, 2026: Browsers get copilots, agents get audits

Google is shipping Gemini-powered browsing to more countries, OpenAI is buying Promptfoo to strengthen evaluations, Microsoft is widening enterprise model choice, and AI security norms are getting more concrete.

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Engineering NotesMar 10, 20263 min read

What changed in AI this week (March 10, 2026): model optionality, cheaper inference, and security maturity

OpenAI pushed long-context professional workflows, Google lowered the price floor, Microsoft widened enterprise model choice, Anthropic tightened security disclosure norms, and NVIDIA set up the next infrastructure checkpoint.

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Industry NotesMar 9, 20262 min read

What changed in AI this week (March 9, 2026): infrastructure, security, and operating discipline

The AI story this week is not just better models. It is infrastructure lock-in, security workflow acceleration, and clearer policy boundaries.

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