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Claude Opus 4.7

703 comments · 30,931 words

Complete Created: Apr 16, 11:28 AM (00:09:22)

Models: Claude Opus 4.5 (analyze) · Gemini 3 Flash (tag) · Gemini 3 Flash (summarize)

Article Summary

Anthropic has released Claude Opus 4.7, their latest AI model featuring significant improvements in software engineering, particularly for complex coding tasks. The model offers better instruction following, improved multimodal support with 3x higher resolution images, and enhanced memory capabilities. Opus 4.7 includes new cybersecurity safeguards and introduces a 'Cyber Verification Program' for security professionals. The release also includes new features like 'xhigh' effort level, task budgets, and an /ultrareview command for code review. However, the new tokenizer may increase token usage by up to 35%.

Comment Summary

The discussion is dominated by frustration over perceived model quality degradation, confusing token usage limits, and lack of transparency from Anthropic. Many users report switching to OpenAI's Codex due to Claude's recent performance issues and restrictive usage limits. There's significant debate about whether Anthropic intentionally nerfs models before new releases, with concerns about the new cybersecurity filters blocking legitimate work. Technical discussions cover adaptive thinking changes, tokenizer impacts, and the challenges of comparing model performance across releases.

Topics

Model Quality Degradation (105 comments) (Widespread user complaints about Opus 4.6 becoming noticeably dumber in weeks before 4.7 release, with theories about intentional nerfing, compute constraints, quantization routing based on time of day, and suspicions that new releases restore previously available capabilities)

Corporate Trust Issues (100 comments) (Accusations of gaslighting users about performance degradation, lack of honest communication about throttling, comparing Anthropic unfavorably to OpenAI's transparency, and concerns about silent model changes)

Codex Migration (78 comments) (Many commenters report switching from Claude Code to OpenAI Codex, citing better consistency, higher usage limits, and more reliable performance despite some quality tradeoffs; debate about whether these comments are genuine or astroturfing)

AI Industry Vibes Culture (72 comments) (Observations that LLM evaluation is highly subjective and vibes-based, comparison to gambling psychology, criticism of cargo-culting prompt engineering tricks from influencers)

Token Usage Concerns (68 comments) (Frustration over 35% tokenizer overhead, unclear subscription limits, rapid token consumption, confusing billing multipliers, and lack of transparency about what usage is actually included in subscription tiers)

Compute Capacity Problems (61 comments) (Discussion of Anthropic being supply-constrained on compute, theories about inference being degraded to support training, comparison to OpenAI's early compute investments paying off strategically)

Cybersecurity Restrictions (58 comments) (Strong backlash against new safeguards blocking legitimate security research, reverse engineering, and penetration testing; frustration that Cyber Verification Program creates barriers for independent researchers)

Subscription Value Debate (56 comments) (Arguments about whether $20-200 plans provide adequate value, complaints about hitting limits in minutes, comparisons of different plan tiers, and discussion of pricing psychology)

Harness vs Model Blame (56 comments) (Difficulty distinguishing whether problems stem from Claude Code harness changes or underlying model changes, noting that harness updates may have more impact than model changes)

Benchmark Skepticism (49 comments) (Questions about benchmark reliability, accusations of gaming benchmarks, noting regressions in long-context retrieval, and debates about whether benchmarks reflect real-world performance)

Thinking Token Visibility (47 comments) (Concerns about Anthropic hiding chain-of-thought reasoning, theories about protecting against distillation attacks, debate over whether thinking tokens provide useful debugging information)

Usage Limit Obfuscation (45 comments) (Complaints that subscription multipliers (5x, 10x, 20x) are meaningless without knowing base limits, frustration that actual token quotas are never clearly communicated)

Enterprise vs Consumer Focus (43 comments) (Perception that Anthropic prioritizes enterprise customers and Mythos access over consumer subscribers, complaints about $20 users being treated as second-class)

Caveman Token Optimization (41 comments) (Discussion of tools like caveman for reducing token usage through terse language, skepticism about effectiveness, concerns about confusing models with unusual speech patterns)

Adaptive Thinking Confusion (39 comments) (Technical difficulties with new adaptive thinking replacing extended thinking, confusion about effort levels, inability to disable adaptive thinking, and concerns that models choose not to think when they should)

Model Switching Fatigue (25 comments) (Users expressing exhaustion from constantly evaluating models, comparing the situation to gambling, noting that every few weeks a different model becomes the favorite)

Open Source Alternative Interest (22 comments) (Comments about preferring local inference, interest in Chinese open-source models, suggestions that proprietary restrictions push users toward open weights solutions)

Malware Detection Paranoia (17 comments) (Reports of Opus 4.7 obsessively checking if code is malware during normal operations, wasting tokens on unnecessary security checks, and refusing legitimate tasks due to overzealous filtering)

Peak Hour Throttling (17 comments) (Discussion of off-peak credits and peak-hour limit reductions, theories about A/B testing heavy users, suspicion of silent quality degradation for users approaching limits)

Instruction Following Claims (16 comments) (Skepticism about claims of improved instruction following, noting that earlier models ignored instructions while 4.7 takes them too literally, requiring prompt re-tuning)

Raw Files

Execution Log

[2026-04-16T18:28:23.652Z] Starting step: fetch_pages (attempt 1) [2026-04-16T18:28:23.740Z] Fetching HN page: https://news.ycombinator.com/item?id=47793411 [2026-04-16T18:28:24.257Z] Fetched HN page: 1041390 bytes [2026-04-16T18:28:24.656Z] Extracted title: Claude Opus 4.7 [2026-04-16T18:28:24.705Z] Extracted linked URL: https://www.anthropic.com/news/claude-opus-4-7 [2026-04-16T18:28:24.755Z] Fetching linked article: https://www.anthropic.com/news/claude-opus-4-7 [2026-04-16T18:28:27.441Z] Fetched linked article: 343913 bytes [2026-04-16T18:28:27.800Z] Completed step: fetch_pages in 4098ms [2026-04-16T18:28:28.674Z] Starting step: extract_text (attempt 1) [2026-04-16T18:28:28.918Z] Extracted HN text: 219560 chars [2026-04-16T18:28:29.223Z] Extracted 703 comments [2026-04-16T18:28:29.767Z] Extracted linked article text: 21322 chars, 3292 words [2026-04-16T18:28:30.095Z] Comment word count: 30931 [2026-04-16T18:28:30.251Z] Completed step: extract_text in 1528ms [2026-04-16T18:28:30.816Z] Starting step: analyze_content (attempt 1) [2026-04-16T18:28:31.104Z] Calling claude-opus-4-5-20251101 (article: 21322 chars, 703 comments) [2026-04-16T18:29:02.669Z] Analysis complete: 20 topics, 51001 input tokens, 1190 output tokens [2026-04-16T18:29:02.764Z] Completed step: analyze_content in 31899ms [2026-04-16T18:29:03.252Z] Starting step: tag_comments (attempt 1) [2026-04-16T18:29:03.433Z] Tagging 703 comments with 20 topics (batch size: 50) [2026-04-16T18:29:03.493Z] Processing batch 1/15 (50 comments) [2026-04-16T18:29:22.276Z] Batch 1 complete: 70 tags assigned [2026-04-16T18:29:22.325Z] Processing batch 2/15 (50 comments) [2026-04-16T18:29:45.427Z] Batch 2 complete: 68 tags assigned [2026-04-16T18:29:45.479Z] Processing batch 3/15 (50 comments) [2026-04-16T18:30:14.513Z] Batch 3 complete: 72 tags assigned [2026-04-16T18:30:14.573Z] Processing batch 4/15 (50 comments) [2026-04-16T18:30:42.398Z] Batch 4 complete: 92 tags assigned [2026-04-16T18:30:42.448Z] Processing batch 5/15 (50 comments) [2026-04-16T18:31:09.440Z] Batch 5 complete: 72 tags assigned [2026-04-16T18:31:09.496Z] Processing batch 6/15 (50 comments) [2026-04-16T18:31:32.733Z] Batch 6 complete: 98 tags assigned [2026-04-16T18:31:32.786Z] Processing batch 7/15 (50 comments) [2026-04-16T18:31:57.286Z] Batch 7 complete: 79 tags assigned [2026-04-16T18:31:57.341Z] Processing batch 8/15 (50 comments) [2026-04-16T18:32:20.931Z] Batch 8 complete: 81 tags assigned [2026-04-16T18:32:20.978Z] Processing batch 9/15 (50 comments) [2026-04-16T18:32:46.369Z] Batch 9 complete: 87 tags assigned [2026-04-16T18:32:46.423Z] Processing batch 10/15 (50 comments) [2026-04-16T18:33:25.929Z] Batch 10 complete: 81 tags assigned [2026-04-16T18:33:25.980Z] Processing batch 11/15 (50 comments) [2026-04-16T18:33:48.536Z] Batch 11 complete: 91 tags assigned [2026-04-16T18:33:48.584Z] Processing batch 12/15 (50 comments) [2026-04-16T18:34:11.403Z] Batch 12 complete: 70 tags assigned [2026-04-16T18:34:11.452Z] Processing batch 13/15 (50 comments) [2026-04-16T18:34:38.993Z] Batch 13 complete: 66 tags assigned [2026-04-16T18:34:39.041Z] Processing batch 14/15 (50 comments) [2026-04-16T18:35:10.087Z] Batch 14 complete: 78 tags assigned [2026-04-16T18:35:10.143Z] Processing batch 15/15 (3 comments) [2026-04-16T18:35:20.441Z] Batch 15 complete: 7 tags assigned [2026-04-16T18:35:20.491Z] Tagging complete: 1112 total tags, 78350 input tokens, 16438 output tokens [2026-04-16T18:35:20.540Z] Completed step: tag_comments in 377240ms [2026-04-16T18:35:20.869Z] Starting step: summarize_topics (attempt 1) [2026-04-16T18:35:20.963Z] Summarizing 20 topics [2026-04-16T18:35:21.065Z] Summarizing topic 1/20: "Model Quality Degradation # Widespread user complaints about Opus 4.6 becoming noticeably dumber in weeks before 4.7 release, with theories about intentional nerfing, compute constraints, quantization routing based on time of day, and suspicions that new releases restore previously available capabilities" (105 comments) [2026-04-16T18:35:29.464Z] Topic 1 summarized (8923 in, 150 out) [2026-04-16T18:35:29.557Z] Summarizing topic 2/20: "Codex Migration # Many commenters report switching from Claude Code to OpenAI Codex, citing better consistency, higher usage limits, and more reliable performance despite some quality tradeoffs; debate about whether these comments are genuine or astroturfing" (78 comments) [2026-04-16T18:35:36.870Z] Topic 2 summarized (7613 in, 169 out) [2026-04-16T18:35:36.958Z] Summarizing topic 3/20: "Token Usage Concerns # Frustration over 35% tokenizer overhead, unclear subscription limits, rapid token consumption, confusing billing multipliers, and lack of transparency about what usage is actually included in subscription tiers" (68 comments) [2026-04-16T18:35:43.305Z] Topic 3 summarized (5230 in, 155 out) [2026-04-16T18:35:43.391Z] Summarizing topic 4/20: "Adaptive Thinking Confusion # Technical difficulties with new adaptive thinking replacing extended thinking, confusion about effort levels, inability to disable adaptive thinking, and concerns that models choose not to think when they should" (39 comments) [2026-04-16T18:35:49.549Z] Topic 4 summarized (3541 in, 149 out) [2026-04-16T18:35:49.644Z] Summarizing topic 5/20: "Cybersecurity Restrictions # Strong backlash against new safeguards blocking legitimate security research, reverse engineering, and penetration testing; frustration that Cyber Verification Program creates barriers for independent researchers" (58 comments) [2026-04-16T18:35:55.492Z] Topic 5 summarized (4882 in, 137 out) [2026-04-16T18:35:55.580Z] Summarizing topic 6/20: "Corporate Trust Issues # Accusations of gaslighting users about performance degradation, lack of honest communication about throttling, comparing Anthropic unfavorably to OpenAI's transparency, and concerns about silent model changes" (100 comments) [2026-04-16T18:36:02.217Z] Topic 6 summarized (7705 in, 167 out) [2026-04-16T18:36:02.323Z] Summarizing topic 7/20: "Compute Capacity Problems # Discussion of Anthropic being supply-constrained on compute, theories about inference being degraded to support training, comparison to OpenAI's early compute investments paying off strategically" (61 comments) [2026-04-16T18:36:08.698Z] Topic 7 summarized (4628 in, 121 out) [2026-04-16T18:36:08.802Z] Summarizing topic 8/20: "Thinking Token Visibility # Concerns about Anthropic hiding chain-of-thought reasoning, theories about protecting against distillation attacks, debate over whether thinking tokens provide useful debugging information" (47 comments) [2026-04-16T18:36:14.425Z] Topic 8 summarized (3231 in, 154 out) [2026-04-16T18:36:14.514Z] Summarizing topic 9/20: "Subscription Value Debate # Arguments about whether $20-200 plans provide adequate value, complaints about hitting limits in minutes, comparisons of different plan tiers, and discussion of pricing psychology" (56 comments) [2026-04-16T18:36:22.246Z] Topic 9 summarized (4814 in, 186 out) [2026-04-16T18:36:22.334Z] Summarizing topic 10/20: "Benchmark Skepticism # Questions about benchmark reliability, accusations of gaming benchmarks, noting regressions in long-context retrieval, and debates about whether benchmarks reflect real-world performance" (49 comments) [2026-04-16T18:36:28.024Z] Topic 10 summarized (3635 in, 148 out) [2026-04-16T18:36:28.208Z] Summarizing topic 11/20: "Malware Detection Paranoia # Reports of Opus 4.7 obsessively checking if code is malware during normal operations, wasting tokens on unnecessary security checks, and refusing legitimate tasks due to overzealous filtering" (17 comments) [2026-04-16T18:36:36.117Z] Topic 11 summarized (2196 in, 130 out) [2026-04-16T18:36:36.207Z] Summarizing topic 12/20: "Caveman Token Optimization # Discussion of tools like caveman for reducing token usage through terse language, skepticism about effectiveness, concerns about confusing models with unusual speech patterns" (41 comments) [2026-04-16T18:36:42.435Z] Topic 12 summarized (2993 in, 132 out) [2026-04-16T18:36:42.526Z] Summarizing topic 13/20: "Model Switching Fatigue # Users expressing exhaustion from constantly evaluating models, comparing the situation to gambling, noting that every few weeks a different model becomes the favorite" (25 comments) [2026-04-16T18:36:49.558Z] Topic 13 summarized (1425 in, 126 out) [2026-04-16T18:36:49.654Z] Summarizing topic 14/20: "Harness vs Model Blame # Difficulty distinguishing whether problems stem from Claude Code harness changes or underlying model changes, noting that harness updates may have more impact than model changes" (56 comments) [2026-04-16T18:36:56.702Z] Topic 14 summarized (4360 in, 176 out) [2026-04-16T18:36:56.795Z] Summarizing topic 15/20: "Enterprise vs Consumer Focus # Perception that Anthropic prioritizes enterprise customers and Mythos access over consumer subscribers, complaints about $20 users being treated as second-class" (43 comments) [2026-04-16T18:37:04.944Z] Topic 15 summarized (3210 in, 169 out) [2026-04-16T18:37:05.031Z] Summarizing topic 16/20: "Open Source Alternative Interest # Comments about preferring local inference, interest in Chinese open-source models, suggestions that proprietary restrictions push users toward open weights solutions" (22 comments) [2026-04-16T18:37:12.512Z] Topic 16 summarized (1457 in, 162 out) [2026-04-16T18:37:12.601Z] Summarizing topic 17/20: "Instruction Following Claims # Skepticism about claims of improved instruction following, noting that earlier models ignored instructions while 4.7 takes them too literally, requiring prompt re-tuning" (16 comments) [2026-04-16T18:37:20.567Z] Topic 17 summarized (1908 in, 128 out) [2026-04-16T18:37:20.658Z] Summarizing topic 18/20: "Usage Limit Obfuscation # Complaints that subscription multipliers (5x, 10x, 20x) are meaningless without knowing base limits, frustration that actual token quotas are never clearly communicated" (45 comments) [2026-04-16T18:37:27.038Z] Topic 18 summarized (3300 in, 134 out) [2026-04-16T18:37:27.124Z] Summarizing topic 19/20: "Peak Hour Throttling # Discussion of off-peak credits and peak-hour limit reductions, theories about A/B testing heavy users, suspicion of silent quality degradation for users approaching limits" (17 comments) [2026-04-16T18:37:35.951Z] Topic 19 summarized (1446 in, 150 out) [2026-04-16T18:37:36.037Z] Summarizing topic 20/20: "AI Industry Vibes Culture # Observations that LLM evaluation is highly subjective and vibes-based, comparison to gambling psychology, criticism of cargo-culting prompt engineering tricks from influencers" (72 comments) [2026-04-16T18:37:42.683Z] Topic 20 summarized (4719 in, 173 out) [2026-04-16T18:37:42.732Z] Summarization complete: 20 topics, 81216 input tokens, 3016 output tokens [2026-04-16T18:37:42.786Z] Completed step: summarize_topics in 141863ms [2026-04-16T18:37:42.880Z] Job completed successfully

LLM Invocations (Total: $0.4229)

Time	Purpose	Model	Duration	Outcome	Input	Output	Cost
11:29 AM	Generate summaries	claude-opus-4-5-20251101	31.0s	Success	Input (51,001)	Output (1,190)	$0.2848
11:29 AM	Tag comments	gemini-3-flash-preview	18.2s	Success	Input (5,649)	Output (1,126)	$0.0062
11:29 AM	Tag comments	gemini-3-flash-preview	22.5s	Success	Input (5,322)	Output (1,123)	$0.0060
11:30 AM	Tag comments	gemini-3-flash-preview	28.3s	Success	Input (4,828)	Output (1,160)	$0.0059
11:30 AM	Tag comments	gemini-3-flash-preview	27.2s	Success	Input (5,170)	Output (1,215)	$0.0062
11:31 AM	Tag comments	gemini-3-flash-preview	26.2s	Success	Input (5,357)	Output (1,132)	$0.0061
11:31 AM	Tag comments	gemini-3-flash-preview	22.7s	Success	Input (6,518)	Output (1,235)	$0.0070
11:31 AM	Tag comments	gemini-3-flash-preview	23.9s	Success	Input (5,603)	Output (1,165)	$0.0063
11:32 AM	Tag comments	gemini-3-flash-preview	22.7s	Success	Input (5,399)	Output (1,173)	$0.0062
11:32 AM	Tag comments	gemini-3-flash-preview	24.8s	Success	Input (5,700)	Output (1,203)	$0.0065
11:33 AM	Tag comments	gemini-3-flash-preview	38.9s	Success	Input (5,375)	Output (1,184)	$0.0062
11:33 AM	Tag comments	gemini-3-flash-preview	21.9s	Success	Input (6,080)	Output (1,206)	$0.0067
11:34 AM	Tag comments	gemini-3-flash-preview	22.2s	Success	Input (6,269)	Output (1,142)	$0.0066
11:34 AM	Tag comments	gemini-3-flash-preview	26.8s	Success	Input (4,935)	Output (1,117)	$0.0058
11:35 AM	Tag comments	gemini-3-flash-preview	30.4s	Success	Input (4,906)	Output (1,177)	$0.0060
11:35 AM	Tag comments	gemini-3-flash-preview	9.8s	Success	Input (1,239)	Output (80)	$0.0009
11:35 AM	Summarize topic	gemini-3-flash-preview	7.8s	Success	Input (8,923)	Output (150)	$0.0049
11:35 AM	Summarize topic	gemini-3-flash-preview	6.8s	Success	Input (7,613)	Output (169)	$0.0043
11:35 AM	Summarize topic	gemini-3-flash-preview	5.8s	Success	Input (5,230)	Output (155)	$0.0031
11:35 AM	Summarize topic	gemini-3-flash-preview	5.6s	Success	Input (3,541)	Output (149)	$0.0022
11:35 AM	Summarize topic	gemini-3-flash-preview	5.1s	Success	Input (4,882)	Output (137)	$0.0029
11:36 AM	Summarize topic	gemini-3-flash-preview	6.0s	Success	Input (7,705)	Output (167)	$0.0044
11:36 AM	Summarize topic	gemini-3-flash-preview	5.8s	Success	Input (4,628)	Output (121)	$0.0027
11:36 AM	Summarize topic	gemini-3-flash-preview	5.0s	Success	Input (3,231)	Output (154)	$0.0021
11:36 AM	Summarize topic	gemini-3-flash-preview	7.2s	Success	Input (4,814)	Output (186)	$0.0030
11:36 AM	Summarize topic	gemini-3-flash-preview	5.1s	Success	Input (3,635)	Output (148)	$0.0023
11:36 AM	Summarize topic	gemini-3-flash-preview	7.3s	Success	Input (2,196)	Output (130)	$0.0015
11:36 AM	Summarize topic	gemini-3-flash-preview	5.7s	Success	Input (2,993)	Output (132)	$0.0019
11:36 AM	Summarize topic	gemini-3-flash-preview	6.5s	Success	Input (1,425)	Output (126)	$0.0011
11:36 AM	Summarize topic	gemini-3-flash-preview	6.3s	Success	Input (4,360)	Output (176)	$0.0027
11:37 AM	Summarize topic	gemini-3-flash-preview	7.6s	Success	Input (3,210)	Output (169)	$0.0021
11:37 AM	Summarize topic	gemini-3-flash-preview	6.9s	Success	Input (1,457)	Output (162)	$0.0012
11:37 AM	Summarize topic	gemini-3-flash-preview	7.5s	Success	Input (1,908)	Output (128)	$0.0013
11:37 AM	Summarize topic	gemini-3-flash-preview	5.8s	Success	Input (3,300)	Output (134)	$0.0021
11:37 AM	Summarize topic	gemini-3-flash-preview	8.2s	Success	Input (1,446)	Output (150)	$0.0012
11:37 AM	Summarize topic	gemini-3-flash-preview	6.0s	Success	Input (4,719)	Output (173)	$0.0029

Time

Purpose

Model

Duration

Outcome

Input

Output

Cost

11:29 AM

Generate summaries

claude-opus-4-5-20251101

31.0s

Success

Input (51,001)

Output (1,190)

$0.2848

11:29 AM

Tag comments

gemini-3-flash-preview

18.2s

Success

Input (5,649)

Output (1,126)

$0.0062

11:29 AM

Tag comments

gemini-3-flash-preview

22.5s

Success

Input (5,322)

Output (1,123)

$0.0060

11:30 AM

Tag comments

gemini-3-flash-preview

28.3s

Success

Input (4,828)

Output (1,160)

$0.0059

11:30 AM

Tag comments

gemini-3-flash-preview

27.2s

Success

Input (5,170)

Output (1,215)

$0.0062

11:31 AM

Tag comments

gemini-3-flash-preview

26.2s

Success

Input (5,357)

Output (1,132)

$0.0061

11:31 AM

Tag comments

gemini-3-flash-preview

22.7s

Success

Input (6,518)

Output (1,235)

$0.0070

11:31 AM

Tag comments

gemini-3-flash-preview

23.9s

Success

Input (5,603)

Output (1,165)

$0.0063

11:32 AM

Tag comments

gemini-3-flash-preview

22.7s

Success

Input (5,399)

Output (1,173)

$0.0062

11:32 AM

Tag comments

gemini-3-flash-preview

24.8s

Success

Input (5,700)

Output (1,203)

$0.0065

11:33 AM

Tag comments

gemini-3-flash-preview

38.9s

Success

Input (5,375)

Output (1,184)

$0.0062

11:33 AM

Tag comments

gemini-3-flash-preview

21.9s

Success

Input (6,080)

Output (1,206)

$0.0067

11:34 AM

Tag comments

gemini-3-flash-preview

22.2s

Success

Input (6,269)

Output (1,142)

$0.0066

11:34 AM

Tag comments

gemini-3-flash-preview

26.8s

Success

Input (4,935)

Output (1,117)

$0.0058

11:35 AM

Tag comments

gemini-3-flash-preview

30.4s

Success

Input (4,906)

Output (1,177)

$0.0060

11:35 AM

Tag comments

gemini-3-flash-preview

9.8s

Success

Input (1,239)

Output (80)

$0.0009

11:35 AM

Summarize topic

gemini-3-flash-preview

7.8s

Success

Input (8,923)

Output (150)

$0.0049

11:35 AM

Summarize topic

gemini-3-flash-preview

6.8s

Success

Input (7,613)

Output (169)

$0.0043

11:35 AM

Summarize topic

gemini-3-flash-preview

5.8s

Success

Input (5,230)

Output (155)

$0.0031

11:35 AM

Summarize topic

gemini-3-flash-preview

5.6s

Success

Input (3,541)

Output (149)

$0.0022

11:35 AM

Summarize topic

gemini-3-flash-preview

5.1s

Success

Input (4,882)

Output (137)

$0.0029

11:36 AM

Summarize topic

gemini-3-flash-preview

6.0s

Success

Input (7,705)

Output (167)

$0.0044

11:36 AM

Summarize topic

gemini-3-flash-preview

5.8s

Success

Input (4,628)

Output (121)

$0.0027

11:36 AM

Summarize topic

gemini-3-flash-preview

5.0s

Success

Input (3,231)

Output (154)

$0.0021

11:36 AM

Summarize topic

gemini-3-flash-preview

7.2s

Success

Input (4,814)

Output (186)

$0.0030

11:36 AM

Summarize topic

gemini-3-flash-preview

5.1s

Success

Input (3,635)

Output (148)

$0.0023

11:36 AM

Summarize topic

gemini-3-flash-preview

7.3s

Success

Input (2,196)

Output (130)

$0.0015

11:36 AM

Summarize topic

gemini-3-flash-preview

5.7s

Success

Input (2,993)

Output (132)

$0.0019

11:36 AM

Summarize topic

gemini-3-flash-preview

6.5s

Success

Input (1,425)

Output (126)

$0.0011

11:36 AM

Summarize topic

gemini-3-flash-preview

6.3s

Success

Input (4,360)

Output (176)

$0.0027

11:37 AM

Summarize topic

gemini-3-flash-preview

7.6s

Success

Input (3,210)

Output (169)

$0.0021

11:37 AM

Summarize topic

gemini-3-flash-preview

6.9s

Success

Input (1,457)

Output (162)

$0.0012

11:37 AM

Summarize topic

gemini-3-flash-preview

7.5s

Success

Input (1,908)

Output (128)

$0.0013

11:37 AM

Summarize topic

gemini-3-flash-preview

5.8s

Success

Input (3,300)

Output (134)

$0.0021

11:37 AM

Summarize topic

gemini-3-flash-preview

8.2s

Success

Input (1,446)

Output (150)

$0.0012

11:37 AM

Summarize topic

gemini-3-flash-preview

6.0s

Success

Input (4,719)

Output (173)

$0.0029