index: add proposal {task.id} to proposal index
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@@ -34,29 +34,54 @@ Summary: Proposal for the Foreman Probe to develop model probe tasks specificall
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### Crimson Leaf Holdings -- Task c780182c-02fc-4495-8ee8-6fb922b3be41
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to create model probe tasks that evaluate LLM capabilities through real-world construction scenarios involving collaboration with human operators. This fills the gap in assessing LLM effectiveness in team-based decision-making, differing from prior proposals that focus on isolated agentic reasoning by incorporating human-in-the-loop dynamics.
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Summary: Proposal for the Foreman Probe to create model probe tasks that integrate LLM reasoning capabilities with real-world construction project scenarios. This addresses the gap in comprehensive benchmarking of LLMs by employing Foreman-generated, real-world tasks, differing from prior proposals by emphasizing the practicality and applicability of the Foreman's task generation within the context of actual project execution environments.
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### Crimson Leaf Holdings -- Task 6a2e88d7-3b5f-4f98-9d1f-1e1c5e5c7d4a
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### Crimson Leaf Holdings -- Task 5854bb37-54a0-47ca-8a01-3c02fbc5a228
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to develop model probe tasks that assess LLM capabilities in processing unstructured and heterogeneous data, such as handwritten notes, scanned blueprints, and voice commands. This fills the gap in evaluating LLM performance with real-world data formats beyond structured digital inputs, differing from prior proposals that focus on standardized datasets by emphasizing adaptability to incomplete or non-digital information.
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Summary: Proposal for the Foreman Probe to develop a suite of automated, self-evaluating probe tasks that simulate end-to-end construction project management scenarios, enabling continuous LLM performance monitoring. This fills the gap in real-time validation of LLM reasoning within the Foreman's operational pipeline, differing from prior proposals by focusing on dynamic, self-updating probes rather than static task definitions.
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### Crimson Leaf Holdings -- Task 8f3d4e8a-5c6b-4e2f-9d3c-7d2e8f3d5c9d
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### Crimson Leaf Holdings -- Task 17935379-986b-456a-b612-ed4346b665d6
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to create model probe tasks that evaluate LLM capabilities in dynamic, real-time environments with sudden changes in project constraints, such as budget cuts or material shortages. This fills the gap in testing LLM adaptability under unpredictable conditions, differing from prior proposals that focus on static scenarios by emphasizing robustness to rapid, unanticipated shifts.
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Summary: This proposal outlines the creation of advanced, adversarial probe tasks designed to deliberately stress-test the failure modes of complex agentic systems. It addresses the critical gap in preemptive failure identification by moving beyond mere success/failure rates to quantify logical decay across multi-step processes. This differs from previous efforts by systematically modeling common points of operational breakdown that are difficult to observe during standard execution testing.
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### Crimson Leaf Holdings -- Task c2f47674-7c64-435b-91c1-365a9afd4d04
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to model probe tasks created by the Foreman to benchmark and evaluate LLM capabilities. This fills the gap in accurate assessment of LLM performance by simulating the task creation processes used by the Foreman, enabling precise validation of agentic reasoning in controlled scenarios. It differs from prior proposals by concentrating on detailed modeling of the Foreman's task generation mechanisms, rather than broader workflows, adversarial testing, or real-world integrations.
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### Crimson Leaf Holdings -- Task 0963ac2b-fc54-44cf-84d6-5479f8bc502b
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to establish a comprehensive framework for modeling probe tasks created by the Foreman to benchmark and evaluate LLM capabilities across all operational dimensions. This fills the gap in holistic performance assessment by integrating task generation, real-world scenarios, adversarial stress-testing, and continuous monitoring into a unified validation system. It differs from prior proposals by synthesizing technical metrics, construction-specific workflows, failure mode analysis, and dynamic self-evaluation into a complete benchmarking ecosystem.
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### Crimson Leaf Holdings -- Task 403b5af5-dc0f-42d2-9e0b-76076c65e332
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to model probe tasks created by the Foreman to benchmark and evaluate LLM capabilities. This fills the gap in internal performance evaluation by providing a standardized testbed, differing from the general Incubation proposal by focusing specifically on technical validation metrics for the Foreman system.
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### Crimson Leaf Holdings -- Task 9bbf2b06-946c-4058-bcc7-18828d0fdaa5
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to model probe tasks that integrate feedback from the Foreman system itself, using operational results to iteratively refine and calibrate the LLMs. This fills the gap in creating self-improving evaluation frameworks, differing from prior proposals by automating the calibration process based on real-time system performance rather than relying on static benchmarks.
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Summary: Proposal for the Foreman Probe project to model probe tasks created by the Foreman to benchmark and evaluate LLM capabilities. This fills the gap in internal evaluation by providing a focused framework for testing LLM performance in Foreman-specific scenarios. It differs from prior proposals by emphasizing the direct application of these tasks in operational contexts, integrating both technical metrics and practical workflows for more robust validation.
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### Crimson Leaf Holdings -- Task bf9a4a39-de0e-402b-af3d-c4da508c810c
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### Crimson Leaf Holdings -- Task 8a9ad04b-b49f-4053-a063-c6fdb562927a
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to develop model probe tasks leveraging construction industry-specific databases and software tools for authenticity. This fills the gap in creating probes that mirror the exact data formats and workflows of real-world construction software, differing from prior proposals by using proprietary tools as testbeds instead of generic simulation environments.
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Summary: Proposal for the Foreman Probe project to model probe tasks created by the Foreman to benchmark and evaluate LLM capabilities. This fills the gap in foundational probing infrastructure by establishing core models that mirror the Foreman's task-creation logic, enabling baseline assessments of LLM agentic behavior. It differs from prior proposals by prioritizing the fundamental modeling of task structures over advanced integrations, adversarial elements, or comprehensive ecosystems, providing a essential building block for subsequent specialized probes.
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### Crimson Leaf Holdings -- Task ab793931-a8a0-4b2e-9a98-eb0d1fd2e116
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### Crimson Leaf Holdings -- Task 161f1a55-44e9-4859-aff4-22ce0d922d6e
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to create model probe tasks that evaluate LLM capabilities in handling unstructured data and adapting to real-time project changes. This addresses the gap in evaluating LLM performance under dynamic and unstructured conditions, differing from prior proposals that focus on structured environments, static task definitions, or domain-specific tools by emphasizing adaptability and processing of unstructured information in fluctuating project scenarios.
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Summary: Proposal for the Foreman Probe project to develop a standardized methodology for generating, curating, and deploying probe tasks that simulate the Foreman's task creation process. This fills the gap in systematic LLM evaluation by creating a reproducible pipeline that mirrors the Foreman's operational logic, differing from existing proposals by focusing on the methodological foundation needed for reliable benchmarking rather than specialized test scenarios, adversarial challenges, or broader validation ecosystems.
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### Crimson Leaf Holdings -- Task fe901ff3-4b8f-4965-956e-bc0c77c0ee67
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to model probe tasks created by the Foreman to benchmark and evaluate LLM capabilities. This fills the gap in internal performance evaluation by providing a standardized testbed, differing from the general Incubation proposal by focusing specifically on technical validation metrics for the Foreman system.
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### Crimson Leaf Holdings -- Task 31a4d0e9-245e-4fd4-b886-3a72b99a00c0
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Date: 2026-04-29
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Status: AWAITING DAVID'S APPROVAL
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Summary: Proposal for the Foreman Probe project to model probe tasks created by the Foreman to benchmark and evaluate LLM capabilities. This proposal fills the gap in specialized LLM evaluation by creating a dedicated framework for testing Foreman-generated tasks, differing from prior proposals by focusing on the direct simulation of Foreman's output for precise performance measurement within construction contexts.
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