Lookonchain APP

App Store
Feeds Articles

Workers IO Launches: Enabling Software to Undergo Millions of 'Incidents' Before Going Live

53 minutes ago

Insight Beating AI Flash News: Y Combinator (YC)-backed startup Workers IO has launched its eponymous software testing platform. The platform deploys full software into a virtual environment to repeatedly simulate scenarios including server outages, network latency, and database failures. According to the official, it can explore millions of runtime combinations to catch bugs that conventional testing often overlooks. Each test adjusts variables such as fault timing and request execution order to identify error-prone edge cases. Once a bug is found, the platform can fully reproduce the exact runtime process. Developers or coding agents like Claude Code can use this to troubleshoot, modify code, and validate fixes under identical conditions. It also accelerates simulation timelines to uncover issues that only emerge after long-term software operation. The official site showcases a payment use case: a bank API times out mid-process; after the program retries, it successfully deducts funds but fails to generate a receipt. The platform tested 128 distinct condition sets, pinpointed the error-triggering scenario, and reproduced it successfully. Workers IO primarily serves high-reliability systems in sectors like payments, transactions, and infrastructure. Its entry-level plan is priced at $20 per month, while the professional version costs $500 monthly.

Source
Add to Favorites Download image Share x Copy link
Relevant content

Google's US shares reversed pre-market losses, now up 1%.

According to market data from BIT (bit.com), Google's US stock flipped from negative to positive in pre-market trading, now rising 1%. At the Gemini at Work 2026 conference, Google Cloud CEO Thomas Kurian unveiled Gemini Agent, positioned as a single universal work agent. Users only need to state their goal rather than specific instructions to accomplish knowledge work, content creation, image and media generation, as well as code writing and execution.

1 seconds ago

Jev tops Ramp Software’s Dark Horse Chart, with its enterprise adoption rate rising by 1 percentage point in one month.

Beating AI Express: US enterprise payment platform Ramp has released its latest software procurement ranking, based on real transactions from over 70,000 businesses on its platform. TypeSafe AI topped the "Explosive Growth" list with its Jev model. In the market share growth ranking, it also placed second, trailing only Anthropic, while OpenAI ranked fourth. Jev, launched less than a month ago, has seen an approximate 1 percentage point rise in enterprise adoption. It is an AI model specifically designed to help software make judgments, not generating chat responses, but handling classification, selection, and scoring tasks. It charges $0.042 per million input tokens, with outputs provided free of charge. Low-cost models or model access platforms including DeepSeek, Featherless AI, and OpenRouter also feature on the list. However, demand for high-priced AI tools among enterprises is also growing. Video generation platforms Runway and Higgsfield have both entered the top ten in market share growth, and are currently primarily used in advertising and social media marketing. Ara Kharazian, chief economist at Ramp, stated that low-cost models may lower enterprises' AI call costs, but rising demand for image and video generation could push up overall AI spending.

1 seconds ago

STRK breaks above $0.06, rallying 18.1% in 24 hours.

According to HTX market data, STRK (Starknet) rallied 18.1% in 24 hours, decisively breaking above the $0.06 mark. On the news front, StarkWare CEO Eli Ben-Sasson proposed at Token2049 that blockchains need post-quantum readiness and cryptographic agility to counter threats from quantum computing and AI. Ben-Sasson noted Starknet is considering multiple options, including converting to a Layer 1 (L1) chain to independently advance security migration efforts. Earlier developments include: On October 2, the strkBTC incentive program covered bridging fees for the first 100 bridged BTC and distributed weekly faucet rewards; On October 5, the v0.14.4 mainnet launched, expanding SNIP-36 single-proof capacity to approximately 1.1 billion L2 gas.

1 seconds ago

Perplexity open-sources a new retrieval model: its 0.6B small model can directly query indexes built by the 9B model.

Beating AI News: Perplexity has open-sourced two multimodal embedding models, pplx-embed-v2-late, with sizes of 0.6B and 9B parameters respectively. The two models are vector-compatible, allowing developers to use the larger 9B model for building knowledge bases while leveraging the smaller 0.6B model for daily searches—eliminating the need to run the large model for every query. The new models support text, image, and PDF page retrieval. Traditional embedding models typically compress content into a single vector, which often leads to detail loss. In contrast, the new models retain a 128-dimensional vector for each token, enabling search queries to match relevant segments within documents directly. When processing PDFs, PPTs, and scanned materials, the models can convert page images straight to vectors, bypassing OCR text extraction while preserving charts, tables, and layout information. Both models are trained from the same 18B teacher model and share a common vector space. In official ViDoRe v3 image retrieval tests, the 0.6B model scored 62.3% when used for both database building and queries; switching to the 9B model for database building and the 0.6B model for queries boosted the score to 63.5%; the full 9B model achieved 65.2%. The model weights are now available on Hugging Face under the MIT license.

1 seconds ago

Hong Kong will take appropriate law enforcement actions as needed to crack down on unlicensed payment platforms.

Regarding some payment platforms that are registered solely as fintech companies without holding any financial licenses, Hong Kong’s Secretary for Financial Services and the Treasury Chan Ho-lim said that appropriate enforcement actions will be taken as needed under the relevant statutory regulatory framework to maintain financial stability and safeguard the rights and interests of customers and the public. Under Hong Kong’s Payment Systems and Stored Value Facilities Ordinance, it is illegal for any individual or entity to issue or operate stored value facilities in Hong Kong without a license, unless a statutory exemption applies. If cases of suspected unlicensed operation or violations of the Payment Ordinance are identified, the Hong Kong Monetary Authority (HKMA) will directly intervene to handle them, collaborate with other relevant regulators based on the nature of the case, and refer cases to law enforcement departments when necessary.

1 seconds ago

Chainlink has launched CCIP Vault Adapters, enabling DeFi vaults to deposit assets across more than 80 blockchains with a single click.

Chainlink has launched a new DeFi solution, CCIP Vault Adapters, enabling DeFi vaults to directly accept user deposits from over 80 blockchains without requiring vault reconstruction on each chain—significantly expanding access to capital, users, and liquidity. The product is now live, with protocols including Aave, Lombard, United Stables, Veda, and Venus already adopting it. Vaults are a fast-growing vehicle for packaging digital assets and financial strategies into user-friendly DeFi products, with billions of dollars currently deployed in stablecoins, lending, yield strategies, digital credit, and tokenized assets. Yet as the vault ecosystem expands, issuers face competition from capital fragmentation across chains; high-quality vaults are often isolated on a single network, while potential depositors hold assets on other chains. CCIP Vault Adapters are designed to resolve this structural friction.

1 seconds ago

Hot feeds

A trader profits $448K by monitoring #Binance's new listings!

2024.12.13 17:37:29

Last week, funds have flowed into #Bitcoin, #Ethereum, and #Hyperliquid.

2024.12.16 14:48:36

A $PEPE whale that had been dormant for 600 days transferred all 2.1T $PEPE($52M) to a new address.

2024.12.14 10:35:27

When Elon Musk tweeted about Moltbook, the meme coin MOLT experienced a short-term 30% price surge, hitting a new all-time high of $114 million.

2026.01.31 18:37:29

A smart #AI coin trader made $17.6M on $GOAT, $ai16z, $Fartcoin,$arc.

2025.01.05 16:05:18

A sniper earned 2,277 $ETH ($8.3M) trading $SHIRO within 18 hours!

2024.12.03 23:09:08

 More

Hot Articles

Follow us

X

Follow

Telegram

Join

Popular tokens

BitcoinEthereumHyperliquidSolanaTRONBNBTetherAaveXRPPepeFartcoinOndoJupiterUniswapBonkPendleEthenaArbitrumAvalancheLidoChainlinkPolygonDogecoinCardano