SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World
Back to feed
Programming

Binance Order Flow Data Boosts Polymarket BTC Trade Accuracy to 70%, Study Finds

0
·11 views

A study analyzing 2,833 five-minute Polymarket markets for BTC, ETH, and SOL found that combining the late-stage market leader with Binance aggressive order flow data significantly improved historical prediction accuracy. When price direction and order flow aligned, the market leader won approximately 70.2% of the time, compared to just 57.6% when using price signals alone. Conversely, when price and order flow diverged, the leader won only 41.3% of the time, suggesting the underlying buying or selling pressure told a different story than the price chart. The research proposes an automated trading bot architecture that separates data collection, signal generation, and order execution into distinct components. Researchers cautioned that these figures reflect historical results only and do not guarantee future trading performance.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

Developer Marks Milestone as KiwiEngine Components Begin Forming a Unified Framework

A developer building KiwiEngine, a custom web framework, has reached a stage where its individual libraries are being coordinated into a cohesive engine called WebEngine. Components such as Juice for styling, Seltzer for HTTP, and Nectarine for configuration have each been built with distinct responsibilities, but the focus has now shifted to how they work together. The developer emphasizes that the engine should coordinate these components without absorbing their independence, drawing a clear distinction between a library, an engine, and an application. A key goal is establishing shared lifecycle patterns — covering startup, dependency resolution, routing, and shutdown — so individual applications do not need to wire everything together manually. The Kiwi CLI is also being developed to give developers a straightforward path from project creation to a working application.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer Discovers Shared Sampling Function Breaks Diffuse Rendering When Changing Aperture Shape

A developer building a raytracer from scratch found that experimenting with a hexagonal camera aperture inadvertently corrupted all diffuse surfaces in the renderer. The root cause was a single shared function, SampleUnitDisk, used by both the camera lens sampler and the diffuse surface lighting model. Changing the disk-sampling logic to a hexagonal boundary affected not just bokeh shape but also Malley's method, which relies on uniform disk sampling to correctly simulate diffuse light scattering. The developer caught the bug by manually reviewing their own code, but acknowledged this was not a reliable safeguard. The incident highlights the risk of coupling physically distinct rendering systems to a single shared primitive.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Sentinel: Open-Source Tool Automates Adversarial Security Testing for LLM Apps

A developer has built Sentinel, an automated adversarial testing harness designed to identify security vulnerabilities in large language model (LLM) applications before they go live. The tool fires dynamic attack prompts across five OWASP Top 10 LLM vulnerability categories — including prompt injection, system prompt leakage, hallucination, excessive agency, and jailbreaking — and delivers a scored diagnostic report in under two minutes. Sentinel was created to fill a gap left by heavier enterprise tools like NVIDIA's Garak and Microsoft's PyRIT, which require complex configuration and are typically used by dedicated security teams. The tool includes a dashboard displaying pass rates, flagged categories, and collapsible attack-response inspection cards, and ships with an intentionally vulnerable demo chatbot to validate its detection capabilities. Sentinel was submitted as part of the MLH x DEV Writing Challenge and is publicly accessible via a live Vercel deployment.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

How a Misconfigured AI Agent Triggered 105 Redundant Tool Calls in One Loop

A planning request caused an AI agent to make 105 repeated calls to the same goal tool without producing a useful result, an incident logged as INC-001. The root cause was that goal tools were exposed globally rather than being scoped to the specific node responsible for goal state, allowing any model node to repeatedly query the same incomplete goal. The system did not crash but continued consuming tokens until an external turn limit intervened. Developers are advised to assign each tool an explicit owning node, enforce per-tool call limits, and add no-progress detection to prevent similar loops. Regression tests should verify that planning nodes cannot access goal-state tools and that simple requests terminate as expected.

0 comments Read more at DEV Community