Lookonchain APP

App Store

Laminar reduces agent debugging costs to just 1/23 of GPT-6-sol’s

2026.10.06 22:59:11

Beating AI Express: AI Agent observability platform Laminar has launched flow-1, a model purpose-built to inspect Agent execution traces. The model reads model calls, tool calls, and return results to pinpoint where an Agent errs and the root cause of the mistake. flow-1 operates on Laminar’s Signals agent, capable of searching the full Agent execution trace and drilling down into specific steps as needed. For training, Laminar first used synthetic survey data for supervised fine-tuning, then further trained the model on tool calls and complex trace analysis via reinforcement learning. In Laminar’s self-built benchmark of 523 challenging traces, flow-1 posted an error detection F1 score of 0.835, outperforming GPT-6-sol’s 0.816. GPT-6-sol has a higher recall rate, catching more actual errors, while flow-1 delivers higher precision with fewer false positives. For traces under 100,000 LLM tokens, flow-1 costs an average of ~$0.0011 per analysis, compared to ~$0.026 for GPT-6-sol. Per Laminar’s calculations, $1 can analyze roughly 888 traces with flow-1 versus just 38 traces with GPT-6-sol, a cost difference of around 23 times. flow-1 is also approximately 25% cheaper than GPT-6-luna. All current results are from Laminar’s in-house benchmark, with no third-party verification available. flow-1’s training data is primarily synthetic workflows, around 48% of which are software engineering tasks. Some community members have questioned whether the model can maintain its performance when facing novel, unforeseen failures in real production environments.

Relevant content

Summary of Walsh's Press Conference: The decision to hold off on interest rate hikes was not politically influenced, and schedule reforms will be implemented next autumn.

Fed Governor Waller has concluded the press conference following the October FOMC meeting. BlockBeats summarizes the key takeaways as follows: Waller first affirmed the U.S. economy, stating that U.S. economic activity is expanding strongly, domestic consumption has remained resilient, productivity is robust, and capital investment is strong. However, he warned that inflation remains elevated. The Federal Reserve believes additional information will help the FOMC assess its policy stance, and the committee will achieve price stability. Economic growth is robust. Waller also added that credit conditions have tightened somewhat since the Fed’s last rate hike, but immediately clarified: “I neither want to nor can describe it as ‘tightening.’” When asked whether midterm elections would influence interest rate decisions, Waller said “politics has played no role at all.” On issues including AI and oil prices, Waller pointed out that interest rates have fallen amid rising oil prices, expressed skepticism about the view that “rate hikes will not impact AI,” and noted that interest rates have affected the tech sector. Waller also announced adjustments to the FOMC meeting schedule starting next fall: the committee will hold 8 meetings annually. In 2027, the Fed will still hold 8 meetings as scheduled, but one will not vote on monetary policy interest rates, focusing solely on policy strategy. In 2028, two of the 8 meetings will be dedicated to policy strategy, with no votes on policy interest rates, and these will not be formal policy decision-making sessions.

4 hours ago

Walsh: Politics played no role in interest rate decisions.

When asked whether the midterm elections would affect interest rate decisions, Federal Reserve Chair Walsh said politics played no part in the decision-making.

4 hours ago

Wash: We are keeping a close eye on South Korea's economy, and the level of attention we are paying may surprise you.

Federal Reserve Governor Warsh told reporters at a press conference, "I am closely monitoring the South Korean economy, and my level of attention to South Korea may exceed what you might imagine."

4 hours ago

PRIORS and AI have been added to Robinhood’s asset display page.

According to relevant page information, PRIORS and AI tokens have been added to Robinhood's asset display page. Possibly driven by this news, the related tokens rallied nearly 10% in a short period.

4 hours ago

Wash voiced skepticism about the claim that interest rate hikes will not impact AI, and has observed that interest rates are affecting the tech sector.

Fed Chair Walsh: As oil prices continue to climb, interest rates have retreated. He expressed skepticism toward the view that interest rate hikes will not impact AI, noting that whether you interpret it as AI or SI is up to you, and added that he has observed interest rates affecting the tech sector.

4 hours ago

Waller: Decided to adjust his schedule next autumn, and will not hold interest rate votes at two meetings starting in 2028.

Federal Reserve Chair Waller said he has decided to adjust the FOMC schedule next fall: one meeting will not hold a policy rate vote, while another will focus on strategy. He projected six policy-setting meetings in 2028, adding that eight annual meetings are the appropriate number.

4 hours ago

Popular tokens

BitcoinEthereumHyperliquidSolanaTRONBNBTetherAaveXRPPepeFartcoinOndoJupiterUniswapBonkPendleEthenaArbitrumAvalancheLidoChainlinkPolygonDogecoinCardano