they fuse streaming data construction with a unified model so the memory supports both real-time q&a and long-horizon interaction, which is nontrivial under strict latency constraints
大多数系统设计者可能认为实时问答和长时程交互需要不同的处理架构，但作者通过融合流式数据构建和统一模型，使内存同时支持这两种功能。这一设计挑战了实时系统处理复杂性的常规认知，表明在严格的延迟约束下实现多功能整合是可行的，这为实时AI助手的设计提供了新思路。
role-differentiated proposer/executor/checker/adversary systems may reduce correlated error under asymmetric information and verification burden.
大多数AI系统设计倾向于使用单一或少数几个组件来完成所有任务。但作者提出角色分化的提议者/执行者/检查者/对抗者系统可能减少在信息不对称和验证负担下的相关错误。这一观点挑战了当前AI系统设计的单一或少数组件架构，暗示多角色专业化可能更有效。
In this diagram, the dependency direction goes inwards, meaning that outer layers know about inner layers, but not the other way around.
Dubbed “litigation terrorism” by Joseph Stiglitz, the Nobel prize-winning economist. ISDS is a corporate tribunal system
for - litigation terrorism - ISDS - corporate tribunal system - Michael Levin - multi-scale competency architecture - example - adjacency - evolutionary biology - corporate law - climate crisis
adjacency - between - corporate law - climate crisis - evolutionary biology - cultural evolution - adjacency statement - Biologist Michael Levin's multi-scale competency architecture of evolutionary biology seems to apply here - in the field of corporate law - Corporations can be viewed as one level of a social superorganism in a cultural evolution process - Governments can be viewed similiarly, but at a higher level - The ISDS is being weaponized by the same corporations destroying the global environment to combat the enactment of government laws that pose a threat to their livelihood - Hence, the ISDS has been reconfigured to protect the destroyers of the environment so that they can avoid dealing with their unacceptable externalizations - The individual existing at the lower level of the multi-scale competency architecture(the corporation) is battling to survive against the wishes of the higher level individual (the government) in the same multi-scale competency architecture
for - multi scale competency architecture - Michael Levin - evolutionary biology - rapid whole system change - adjacency - multi scale competency architecture - rapid whole system change - stop reset go - Deep Humanity - Indyweb - Indranet - major evolutionary transition in individuality - MET - superorganism - cumulative cultural evolution of individuality
adjacency - between - multi scale competency architecture - rapid whole system change - progress trap - stop reset go - Deep Humanity - Indyweb - Indranet - major evolutionary transition in individuality - MET - superorganism - cumulative cultural evolution of individuality - adjacency statement - The idea of multi scale competency architecture can be extended to apply to the cultural level. - in the context of humanity's current existential poly /meta/ perma crisis, - rapid whole system change - (a cultural behavioural paradigm shift) - is required within a few short years - to avoid the worst impacts of - catastrophic, - anthropogenic - climate change, which is entangled with a host of other earth system boundary violations including - biodiversity loss - fresh water scarcity - - the driver of evolution through major evolutionary transitions in individuality has given rise to the level of cultural superorganisms that include all previous levels - progress and its intended consequences of progress traps play a major role in determining the future evolutionary trajectory of our and many other species - our species is faced with a few choice permutations in this regard: - individually regulate behaviour aligned with a future within earth system boundaries - collectively regulate behaviour aligned with a future within earth system boundaries - pursue sluggish green growth / carbon transition that is effectively tinkering at the margins of rapid whole system change - BAU - currently, there doesn't appear to be any feasible permutation of any of the above choices - There is insufficient worldview alignment to create the unity at scale for report whole system change - individual incumbent state and corporate actors still cling too tightly to the old, destructive regime, - creating friction that keeps the actual rate of change below the required - Stop Reset Go, couched within the Deep Humanity praxis and operationalized through the Indyweb / Indranet individual / collective open learning system provides a multi-dimensional tool for a deep educational paradigm shift that can accelerate both individual and collective upregulation of system change
consider these, but not too early in your design process
the six 00:48:41 six big systems i've mentioned can be viewed as a cognitive architecture it's the it's the means by which the society learns decides adapts and 00:48:54 and this society's efforts this is the third underlying position the society's efforts to learn decide and adapt and be viewed as being driven by an intrinsic purpose and that's really key also 00:49:08 because it's not just that we're learning deciding and adapting willy-nilly i mean i mean maybe it seems that way in the world you know in the sense we're so dysfunctional it kind of is billy nilly but 00:49:20 but what really matters is that we learn decide and adapt in relation to whatever intrinsic purpose we actually have as as a society as individuals in a 00:49:34 society it's that it's it's it's it's as i will use the the term uh maybe several times today it's solving problems that matter that really that really 00:49:45 matter that's what we're after
Second Proposition: The six thrusts or prmary societal systems are the cognitive architecture of the superorganism which it uses to sense the world
+----------------------- | RESOURCE EXISTS ? (if private it is often checked AFTER auth check) +----------------------- | | NO | v YES v +----------------------- 404 | IS LOGGED-IN ? (authenticated, aka user session) or +----------------------- 401 | | 403 NO | | YES 3xx v v 401 +----------------------- (404 no reveal) | CAN ACCESS RESOURCE ? (permission, authorized, ...) or +----------------------- redirect | | to login NO | | YES | | v v 403 OK 200, redirect, ... (or 404: no reveal) (or 404: resource does not exist if private) (or 3xx: redirection)
We use a single stream/queue/channel to deliver messages from RPC to WS. RPC server acts as publisher: it pushes a JSON-encoded command. Pubsub connection is initialized lazily in this case (during the first #broadcast call). WS server (anycable-go) acts as subscriber: subscription is initialized on server start, messages are received, deserialized and passed to the app.
To better understand what is actually possible have a look at the full example
Here's the four case: foo.js Load/Require dependencies Concatenate dependencies foo.js.map Load foo.js Currently grabs metadata[:map] from asset to build an asset, need to move that generation somewhere else to accomplish de-coupling map generation foo.debug.js Load foo.js Load foo.js.map Add comment to end of foo.js with path to foo.js.map foo.source.js The raw file on disk, the map file will need to point to source files.
A leaked snippet of the endpoint architectural design draft document, highly confidential.
Diagram of interactions