---
title: "Consonance · CARD NO. 2026-10-26"
description: "A radar over AI and agents. Every morning, and only what several independent sources are saying at once."
canonical: "https://consonance.fyi/en/jour/2026-10-26"
lang: "en"
published: "2026-10-26"
updated: "2026-10-26T08:44:26.065Z"
---

# Consonance · CARD NO. 2026-10-26

> A radar over AI and agents. Every morning, and only what several independent sources are saying at once.

## Video of the day

**Google introduces Gemini integration in maps and Kimi K3.1 Pro launch** — Google integrated Gemini into Google Maps on CarPlay for navigation and traffic reporting. Separately, Kimi K3.1 Pro launched and secured fourth place on the Artificial Analysis Intelligence Index with gains in agentic performance.

[Watch the video](https://consonance.fyi/media/2026-10-26/en.mp4?v=11604166) · 1:02 · GENERATED AUTOMATICALLY

- 0:00 Opening
- 0:07 Claude Duet
- 0:18 Agent Skills
- 0:29 DeepInfer
- 0:40 Periscope: Extending Frozen Language Models Beyond Their Con
- 0:54 Closing

## Being discussed

_Subjects at least three independent accounts raised over the last seven days._

### 01. [ChatGPT adds automation for recurring engineering tasks and workspaces](https://consonance.fyi/en/sujet/3158.md)

_agents · 11 independent accounts · 67 posts · 1 articles · 4 labs · 60,242 interactions_

OpenAI has updated ChatGPT with features to automate recurring engineering tasks and manage live trackers within its workspace. The updates also introduce interface customization options and application building capabilities for external hardware.

chatgpt

voices: @AlexFinn @AndrewBolis @Codie_Sanchez @OpenAIDevs @aiedge_ @alex_prompter @alliekmiller @derrickcchoi

### 02. [Google introduces Gemini integration in maps and Kimi K3.1 Pro launch](https://consonance.fyi/en/sujet/3160.md)

_multimodal · 14 independent accounts · 158 posts · 2 articles · 3 labs · 128,152 interactions_

Google integrated Gemini into Google Maps on CarPlay for navigation and traffic reporting. Separately, Kimi K3.1 Pro launched and secured fourth place on the Artificial Analysis Intelligence Index with gains in agentic performance.

gemini · muse spark · google · astra · gpt-6 · claude opus · context window · deepseek

voices: @AndrewCurran_ @ArtificialAnlys @CuiMao @GeminiApp @Google @Hesamation @OpenRouter @TheRundownAI

Same story: [Moonshot AI releases Kimi K3.1 Pro with strong benchmark results](https://consonance.fyi/en/sujet/3170.md) (7 voices)

### 03. [Community highlights Grok's capabilities in business and life management](https://consonance.fyi/en/sujet/3162.md)

_agents · 8 independent accounts · 104 posts · 1 articles · 2 labs · 1,173,875 interactions_

Users discussed the capabilities of Grok in assisting with business management, daily life organization, and credit rating protection.

grok

voices: @AlexFinn @Hesamation @TheRundownAI @VibeMarketer_ @aiedge_ @alex_prompter @c_valenzuelab @elonmusk

### 04. [NVIDIA releases Nemotron 3.5 Bolt E4B model and industrial partnerships](https://consonance.fyi/en/sujet/3163.md)

_architecture · 11 independent accounts · 66 posts · 1 articles · 5 labs · 79,492 interactions_

NVIDIA released the small open model Nemotron 3.5 Bolt E4B for local assistants and robots, alongside a new collaboration focused on industrial engineering simulation, physics AI datasets, and agentic evaluations.

nvidia

voices: @ArtificialAnlys @ClementDelangue @Hesamation @MistralAI @NVIDIAAI @aiedge_ @arthurmensch @dani_avila7

### 05. [OpenAI resumes frontier model reinforcement learning and patches security vulnerability](https://consonance.fyi/en/sujet/3164.md)

_training · 4 independent accounts · 13 posts · 1 articles · 2 labs · 41,806 interactions_

OpenAI resumed reinforcement learning training for its frontier models while allocating compute resources to red teaming. Additionally, researchers identified and coordinated patches for an unauthenticated remote code execution vulnerability in the Brotli compression library.

voices: @AndrewCurran_ @Hesamation @OpenAI @alex_prompter @gdb @kimmonismus @minchoi @testingcatalog

### 06. [Anthropic opens research preview for proactive agent Claude Duet](https://consonance.fyi/en/sujet/3165.md)

_agents · 10 independent accounts · 22 posts · 2 articles · 2 labs · 203,353 interactions_

Anthropic announced a research preview of Claude Duet, an application where the assistant acts as a proactive agent to complete tasks and continue working autonomously, backed by security classifiers to protect sensitive data.

voices: @AlexFinn @AndrewCurran_ @Hesamation @MatthewBerman @PromptLLM @_catwu @addyosmani @claudeai

### 07. [Codex updates cache retention and expands developer coding toolsets](https://consonance.fyi/en/sujet/3166.md)

_inference · 13 independent accounts · 82 posts · 1 articles · 4 labs · 63,336 interactions_

Codex introduced permanent cache retention for logged-in users across work environments and expanded its presence onto new mobile hardware alongside design skill integrations for agent workflows.

claude code · opencode · codex

voices: @AlexFinn @AndrewCurran_ @ArtificialAnlys @CuiMao @MatthewBerman @OpenAIDevs @_jasonwei @aiedge_

### 08. [Anthropic donates Agent Skills standard to the Agentic AI Foundation](https://consonance.fyi/en/sujet/3167.md)

_agents · 8 independent accounts · 39 posts · 2 labs · 63,311 interactions_

Anthropic has donated the Agent Skills standard to the Agentic AI Foundation, following its previous transfer of MCP. The standard has been integrated by over 70 agent platforms and will be governed by engineers across major technology organizations.

cursor · windsurf · github copilot · agent skills

voices: @AndrewCurran_ @ClaudeDevs @TheRundownAI @VibeMarketer_ @addyosmani @bcherny @cursor_ai @dani_avila7

### 09. [DeepSeek open-sources DeepInfer and details DeepSeek-V4.1-Flash](https://consonance.fyi/en/sujet/3169.md)

_system_design · 7 independent accounts · 58 posts · 3 articles · 1 labs · 178,027 interactions_

DeepSeek has open-sourced its DeepInfer inference framework along with the deepseek-recipe token encoding and decoding component. These tools power the DeepSeek-V4.1-Flash model at scale with high throughput and low latency.

deepseek v4.1 flash · deepseek v4 · kv cache

voices: @ArtificialAnlys @Hesamation @arena @deepseek_ai @dotey @haider1 @heyshrutimishra @kimmonismus

### 10. [Quest Diagnostics discloses patient data breach affecting U.S. healthcare](https://consonance.fyi/en/sujet/3172.md)

_system_design · 3 independent accounts · 7 posts · 35,517 interactions_

Quest Diagnostics has disclosed a data breach that exposed patient information. The incident impacts roughly half of U.S. hospitals and physicians, and investigations are currently ongoing.

voices: @AndrewCurran_ @alliekmiller @frankdegods @kimmonismus @mattshumer_

### 11. [OpenAI extends prompt caching duration up to 12 hours for API users](https://consonance.fyi/en/sujet/3173.md)

_inference · 5 independent accounts · 9 posts · 1 articles · 2 labs · 52,714 interactions_

OpenAI has updated prompt caching in its API to 12 hours and introduced permanent prompt caching for logged-in users across Codex and Work. The update reduces costs and optimizes performance for long user sessions.

voices: @OpenAIDevs @dani_avila7 @derrickcchoi @dotey @godofprompt @kimmonismus @teortaxesTex @thsottiaux

### 12. [Recursive AI releases Flint, a 40B open-weight coding model](https://consonance.fyi/en/sujet/3174.md)

_architecture · 4 independent accounts · 11 posts · 1 articles · 47,741 interactions_

Recursive AI has launched Flint, a 40-billion parameter mixture-of-experts open model under the Apache 2.0 license. The model is built for local coding tasks and achieves high processing speeds on consumer and server hardware.

voices: @OpenRouter @eptwts @ollama @rohanpaul_ai @testingcatalog @vllm_project @RichardSocher

### 13. [Critical PHP vulnerabilities uncovered using AI models](https://consonance.fyi/en/sujet/3175.md)

_evaluation · 4 independent accounts · 14 posts · 4 articles · 2 labs · 31,086 interactions_

Researchers used artificial intelligence models to uncover a critical security flaw in PHP before it could be exploited. Coordinating fixes among maintainers and security firms required two months of work.

voices: @AndrewCurran_ @OpenAI @TheRundownAI @dani_avila7 @derrickcchoi @dotey @emollick @kimmonismus

### 14. [Railway discloses security breach targeting AI API keys](https://consonance.fyi/en/sujet/3177.md)

_system_design · 3 independent accounts · 7 posts · 1 articles · 19,320 interactions_

The Railway platform has disclosed a security breach affecting its systems. The attackers specifically targeted artificial intelligence API keys stored within the infrastructure.

voices: @AndrewCurran_ @VibeMarketer_ @gregisenberg @levelsio

### 15. [Introduction of a new full-duplex speech model trained on an NVIDIA GB200 platform](https://consonance.fyi/en/sujet/3179.md)

_multimodal · 3 independent accounts · 8 posts · 13,332 interactions_

Developers have released a new full-duplex speech model designed for real-time audio conversations. The system was trained solely on voice data without using text data or pretrained models, running on large-scale hardware infrastructure.

voices: @Hesamation @alex_prompter @iScienceLuvr @kimmonismus @testingcatalog @jack

### 16. [Updates on speculative decoding inference methods and new hardware support](https://consonance.fyi/en/sujet/3188.md)

_inference · 4 independent accounts · 32 posts · 2 articles · 2 labs · 5,906 interactions_

The technical community reported various improvements in speculative decoding methods designed to restore context for parallel prediction streams. Model serving frameworks have also added native TPU hardware support and workload optimizations.

vllm · speculative decoding · llama.cpp

voices: @huggingface @nutlope @teortaxesTex @testingcatalog @vllm_project @LysandreJik @MiniMax_AI @NVIDIAAIInfra

### 17. [Evaluation of chain-of-thought control and token processing in reasoning models](https://consonance.fyi/en/sujet/3195.md)

_evaluation · 3 independent accounts · 10 posts · 1 labs · 3,212 interactions_

New research on reasoning models demonstrates a greater ability to self-manage their chain of thought than indicated by earlier evaluations. Empirical tests on benchmark datasets further analyzed response variations and token efficiency.

chain of thought

voices: @dair_ai @polynoamial @teortaxesTex @Eric_Wallace_ @dummerspast39 @labomen001

## Worth reading closely

_Papers and writeups, read from their abstracts, ranked by relevance to someone building agents and backends._

### 01. [Beyond Semantic Similarity: Performance and Costs of Agentic Retrieval for Complex Tasks](https://consonance.fyi/en/lecture/arxiv%3A2610.05750.md)

_agents · 8 upvotes_

**QUESTION** — What are the performance and costs of agentic retrieval compared to traditional retrieval for complex tasks?

- Agentic retrieval improves nDCG@10 by 8.7 points using the same embedding model.

rezaesfandiarpoor · 5 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.05750)

### 02. [HiSTEVE 1.0: Harnessing Human-Interface VLA Agents for Open-World Games](https://consonance.fyi/en/lecture/arxiv%3A2610.31162.md)

_agents · 44 upvotes_

**QUESTION** — How can long-horizon autonomy and native-interface control be integrated for embodied agents in open-world games?

- HiSTEVE scores 85.0% on MineStudio Bench.

zecongtanghku · 22 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.31162)

### 03. [RSIHub: A Composable Framework for Agent-Evolution Methods](https://consonance.fyi/en/lecture/arxiv%3A2610.32253.md)

_agents · 39 upvotes_

**QUESTION** — How can a common infrastructure be provided to build, compare, and extend agent-evolution methods?

- The largest observed overall pass@1 gain is 13.5 percentage points.

zimuwang · 23 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.32253)

### 04. [IF-MAP: Influence-Function-Inspired Agent Prioritization in Multi-Agent Systems](https://consonance.fyi/en/lecture/arxiv%3A2610.24383.md)

_agents · 12 upvotes_

**QUESTION** — How can we identify which agent in a multi-agent system should be prioritized for improvement to achieve the greatest system-level performance gain with limited resources?

- Optimizing the selected agents' prompts achieves a macro-average gain of 3.81 percentage points, compared with 1.85 for uniform agent selection.

Jie827 · 17 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.24383)

### 05. [VX-One: Typed, Calibrated Decision Heads for Real-Time Perimeter Triage - An empirical study of unknown-attack honesty, cascade gray zones, and calibration under drift](https://consonance.fyi/en/lecture/arxiv%3A2610.30090.md)

_inference · 9 upvotes_

**QUESTION** — How can latency and semantic richness be balanced for real-time perimeter triage?

- VX-One achieves ~0.7-1.7 ms p50 on CPU.

jsantillana · 21 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.30090)

### 06. [Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict](https://consonance.fyi/en/lecture/arxiv%3A2610.12360.md)

_agents · 8 upvotes_

**QUESTION** — How do LLM agents behave when retrieved evidence contradicts their prior parametric knowledge or previous steps during multi-step execution?

- Higher task accuracy does not necessarily correspond to greater epistemic humility.

KaiserWhoLearns · 8 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.12360)

### 07. [RynnUnify: Towards Unified Embodied Brain](https://consonance.fyi/en/lecture/arxiv%3A2610.32965.md)

_multimodal · 43 upvotes_

**QUESTION** — How can spatial reasoning, long-horizon visual planning, and robot control be combined into a single unified embodied model?

- RynnUnify improves the Rynn-VP overall score by 9.75 points over Cosmos 3 Nano.

hbh123 · 23 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.32965)

### 08. [Diffusion Language Models Change Speed Across Tasks and Languages](https://consonance.fyi/en/lecture/arxiv%3A2610.25835.md)

_inference · 21 upvotes_

**QUESTION** — What factors govern the variation in speed and computational cost of diffusion language models across different tasks?

- In DiffusionGemma, generating a token for story writing requires more than three times as many forward passes as for grammar correction.

mohsenfayyaz · 19 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.25835)

### 09. [MambaAct: Efficient Mamba Action Experts for Flow-Matching Vision-Language-Action Models](https://consonance.fyi/en/lecture/arxiv%3A2610.22951.md)

_multimodal · 16 upvotes_

**QUESTION** — How can we reduce the inference cost of vision-language-action models in real-time robotic control without compromising manipulation performance?

- MambaAct uses a 10times smaller action expert and reduces flow-matching denoising latency by 64.8% on LIBERO and 58.8% in real-world deployment

giakhuyendihoc · 16 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.22951)

### 10. [TILDE: Teacher-in-the-Loop Distillation from Embodied Foundation Models](https://consonance.fyi/en/lecture/arxiv%3A2610.25376.md)

_training · 12 upvotes_

**QUESTION** — How can manipulation capabilities be transferred from embodied foundation models to policies without extensive action pretraining?

- AutoDAgger accelerates recovery-trajectory collection by more than 2times compared with the human-in-the-loop method.

yxlu0 · 18 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.25376)

### 11. [Skeleton-Grounded Latent Action Model for Robot World Models](https://consonance.fyi/en/lecture/arxiv%3A2610.31474.md)

_multimodal · 11 upvotes_

**QUESTION** — How can control be improved and entanglement minimized in latent-action-based robot world models?

- SkeLAM reduces end-effector ADE by 19.5% and LPIPS by 11.1% compared with DreamDojo.

aopolin-lv · 22 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.31474)

### 12. [HyperDrone: Simulation-to-Reality Transfer at Millions of Frames per Second](https://consonance.fyi/en/lecture/arxiv%3A2610.28950.md)

_multimodal · 11 upvotes_

**QUESTION** — How can drone simulation be accelerated to train real-time vision-based policies on GPUs?

- HyperDrone is more than 20x faster than existing state-of-the-art batch quadrotor simulators.

jonas-eschmann · 20 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.28950)

### 13. [Evaluating Agentic Capabilities Before Post-Training: An End-to-End Approach](https://consonance.fyi/en/lecture/arxiv%3A2610.19425.md)

_evaluation · 9 upvotes_

**QUESTION** — How can agentic capabilities of large language models be evaluated directly during pretraining?

The authors introduce ASAP (Agent Scaffold Adaptation for Pretraining Evaluation), a lightweight framework that elicits and evaluates agentic behavior from pretrained base models on end-to-end tasks. By preserving the completion interface and adapting existing agent scaffolds through structured trajectory continuation and minimal recovery mechanisms, ASAP provides discriminative performance metrics across software-engineering and deep-research benchmarks. The framework exposes model-generated execution trajectories, offering a behavioral diagnostic of how agent capabilities evolve across training stages.

qinjr · 14 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.19425)

### 14. [Rethinking Long-Video Efficiency: A Joint Allocation Perspective on Frames, Pixels, and Front-End Latency](https://consonance.fyi/en/lecture/arxiv%3A2610.04318.md)

_inference · 8 upvotes_

**QUESTION** — How can long-video efficiency and front-end decoding latency be improved when processing with vision-language models?

- LoHi improves average accuracy by 10.6 percentage points over the native-resolution baseline at a matched token budget.

Ironieser · 3 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.04318)

### 15. [LLM-as-Jev: LLMs Are Already Jev-Style Decision Models -- When and How to Fine-Tune Them](https://consonance.fyi/en/lecture/arxiv%3A2610.02076.md)

_training · 8 upvotes_

**QUESTION** — When is fine-tuning actually necessary to turn large language models into Jev-style decision models?

- Without training, the 4B model matches community Jev-style models built on the same backbone.

Inhenn · 4 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.02076)

### 16. [HLA-WM: Hybrid Linear Attention for Long-Horizon Video World Models](https://consonance.fyi/en/lecture/arxiv%3A2610.05739.md)

_architecture · 8 upvotes_

**QUESTION** — How can long-horizon video world models maintain scene consistency over extended rollouts while preserving the efficiency advantages of recurrent linear attention?

- HLA-WM yields a 0.74 dB PSNR gain and a 28.5% reduction in rotation error on the 60-second SANA-WM-Bench.

chenfeng1271 · 5 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.05739)

### 17. [Omni-Woodpecker: Hallucination Correction via Evidence-Prior Rebalancing for Omni LLMs](https://consonance.fyi/en/lecture/arxiv%3A2610.27103.md)

_multimodal · 30 upvotes_

**QUESTION** — How can cross-modal hallucinations be mitigated in Omni LLMs without retraining?

- Using Qwen2.5-Omni-7B as the backbone, OWP improves performance by 12.9 and 8.6 points on CMM and AVHBench, respectively.

BradyFU · 19 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.27103)

### 18. [Looped Uniform Diffusion Language Models](https://consonance.fyi/en/lecture/arxiv%3A2610.30066.md)

_architecture · 11 upvotes_

**QUESTION** — How does looping affect the training and generation efficiency of uniform diffusion language models?

- looped UDLMs reach the validation NLL of a non-looped UDLM trained on about 0.5 trillion tokens with up to 2.8x fewer training FLOPs on OpenWebText and 3.3x fewer on FineWeb-Edu.

saitejautpala · 21 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.30066)

### 19. [The LLM-Attacker: A Unified Red-Team Framework for Privacy Evaluation of Split and Distributed LLM Systems](https://consonance.fyi/en/lecture/arxiv%3A2610.22722.md)

_evaluation · 12 upvotes_

**QUESTION** — How can privacy risks be standardized and evaluated through text reconstruction attacks in distributed LLM systems?

- adding gradients returned during training increased token recovery from 94.20% to 97.38% and exact-document recovery from 13.71% to 37.77%.

gpolitis · 15 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.22722)

### 20. [BrickBench: Evaluating Agentic Brick Design](https://consonance.fyi/en/lecture/arxiv%3A2610.12452.md)

_evaluation · 8 upvotes_

**QUESTION** — How well do leading coding and text-conditioned agents design valid, physically buildable LEGO sets compared to humans?

- BrickBench scores validity, alignment, and design across three settings that vary in scale and part availability.

kulits · 8 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.12452)

### 21. [UserArena: Benchmarking Interactive User Simulation for Long-Horizon Shopping Agents](https://consonance.fyi/en/lecture/arxiv%3A2610.30932.md)

_evaluation · 51 upvotes_

**QUESTION** — How can long-horizon user behavior be faithfully simulated for interactive shopping agents?

- UserArena contains 64,729 session trajectories from 11,010 users, spanning 566,102 items and 13 action types.

Polaris0913 · 22 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.30932)

### 22. [Dual Exam: Controlled Evaluation of Multimodal Agents and World Models](https://consonance.fyi/en/lecture/arxiv%3A2610.31066.md)

_evaluation · 25 upvotes_

**QUESTION** — How can the interaction between Multimodal Agents and World Models be evaluated in a controlled manner?

- GPT 6 Astra leads the case-weighted Agent Index at 31.3.

CaiGuohao · 22 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.31066)

### 23. [Policy Is Not Capability: Some Safety Benchmarks Measure Which Definition of "Unsafe" You Trained On](https://consonance.fyi/en/lecture/arxiv%3A2610.25060.md)

_evaluation · 9 upvotes_

**QUESTION** — What do safety benchmarks actually measure regarding model behavior?

- JailbreakBench-benign is 88% and OR-Bench-hard 82% present in the training pools.

VahidJbrl · 18 October 2026 · [read the original ↗](https://arxiv.org/abs/2610.25060)

## Hands-on

_Repositories climbing on GitHub today, scored on the day's momentum, rank, adoption, freshness and project health._

- [debpalash/VoiceStudio](https://github.com/debpalash/VoiceStudio): This fully local voice cloning and audio processing suite suits backend engineers integrating speech capabilities into AI agents. · +1,592 stars today · ★ 87,590 · Python
- [Nutlope/hallmark](https://github.com/Nutlope/hallmark): A CSS skill set preventing AI-generated bloat in editor outputs, built for developers maintaining clean codebases. · +1,317 stars today · ★ 34,702 · CSS
- [pbakaus/impeccable](https://github.com/pbakaus/impeccable): A design system specification for developers to guide their coding agents in generating production-grade, aesthetically pleasing user interfaces. · +1,092 stars today · ★ 88,218 · Rust
- [makecindy/cindy](https://github.com/makecindy/cindy): An out-of-the-box open-source TypeScript agent framework for engineers deploying autonomous workflows fast. · +675 stars today · ★ 5,439 · TypeScript
- [coollabsio/coolify](https://github.com/coollabsio/coolify): An open-source self-hostable PaaS helping backend engineers easily deploy applications, databases, and services on private servers. · +152 stars today · ★ 64,744 · PHP
- [AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo): A specialized toolkit integrating sub-agents to help Claude Code automate technical SEO optimization and web agent readiness. · +197 stars today · ★ 21,472 · Python
- [cloudflare/security-audit-skill](https://github.com/cloudflare/security-audit-skill): A multi-phase security audit skill for coding agents that outputs independently verified, machine-readable findings. · +2,878 stars today · ★ 47,537 · JavaScript
- [JetBrains/thinkrail](https://github.com/JetBrains/thinkrail): A lightweight, customizable IDE tailored to developer workflows, built for engineers seeking flexible coding environments. · +51 stars today · ★ 2,162 · TypeScript

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